{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "205909dd",
   "metadata": {},
   "source": [
    "#  第二讲 复杂网络的统计特征二"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d345b3ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!/usr/bin/python3\n",
    "# -*- coding: utf-8 -*-\n",
    "# Author ： 单哥的科研日常\n",
    "# 关注B站和公众号：单哥的科研日常，获取更多讲解教程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f626326a-89cd-4490-8ad3-190a75fa0db1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入库\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9482127",
   "metadata": {},
   "source": [
    "### 实验环境：\n",
    "### Python版本==3.9.16\n",
    "### 依赖的第三方库：networkx==3.0, matplotlib==3.6.3, numpy==1.24.2, pandas==1.5.3, openpyxl==3.1.1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4488780-aade-4722-8efa-a0c325dc9fab",
   "metadata": {},
   "source": [
    "### 富人俱乐部系数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "65f4b2d4-8da6-46aa-8493-140a5829d80d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 1.0,\n",
       " 1: 1.0,\n",
       " 2: 1.0,\n",
       " 3: 0.9631578947368421,\n",
       " 4: 0.9230769230769231,\n",
       " 5: 0.8953488372093024,\n",
       " 6: 0.8676470588235294,\n",
       " 7: 0.8392857142857143,\n",
       " 8: 0.95,\n",
       " 9: 0.9705882352941176,\n",
       " 10: 0.9130434782608696,\n",
       " 11: 0.8947368421052632,\n",
       " 12: 0.8947368421052632,\n",
       " 13: 0.8461538461538461,\n",
       " 14: 1.0,\n",
       " 15: 1.0,\n",
       " 16: 1.0,\n",
       " 17: 0.8571428571428572,\n",
       " 18: 0.7999999999999999,\n",
       " 19: 1.0,\n",
       " 20: 1.0,\n",
       " 21: 1.0}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G = nx.barabasi_albert_graph(100, 3)\n",
    "nx.rich_club_coefficient(G, normalized=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5f175b90-8dfb-4f3a-9c32-4b373df21baa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[6, 7, 4], [5, 8, 7], [2, 5, 7, 4, 3, 1]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 路径和循环（或圈）\n",
    "G = nx.Graph([(1,2),(1,3),(2,5),(3,4),(4,6),(4,7),(5,7),(5,8),(6,7),(7,8)])\n",
    "G.add_nodes_from(list(range(1,10)))\n",
    "nx.draw(G, with_labels=True)\n",
    "\n",
    "print(nx.cycle_basis(G))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afbb27d4-3ff4-474a-8b3b-780e2a7c299d",
   "metadata": {},
   "source": [
    "## 加权网络的静态特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "aa9bb91e-7e95-4cd1-95ff-96a44154092a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wzdeRkZEoUaKEMeORGcjOzsaFCxc0C3zOnj1rsC2KatSooVlB3rBhQzg7Oxsgce4kZyowc98tbL34CBIJoNbhb1KpBBAAdK5VDBNaV4Krg63RchLlFRZKIgIAZGZmonXr1jhw4ADs7Ow++v19+/bFmjVrAAAeHh6Ii4vj+2/0lvT0dJw5c0ZTMC9dumSQLYpsbW1Rt25dzSPyunXr5tkWRScj4jBqexhepGXpVCT/SyoBPF3sIe9YDY3KexkuIJEIWCiJCAAgl8tRrFgxdO7cOUffX61aNVy7dg0A8MUXX+Dw4cPGjEcWIjExESdOnNC8g3n9+nWDXNfR0RENGzbUFMwaNWq88+x5fa37OxKT99yAVMdZyfd5fZ2pbaugZ72S+l+QSCQslESEhIQEdOnSBQcOHIBU+vEFAxkZGXB1dYVKpQIAjB07FrNmzTJ2TLJAz54906wgP3bsGB48eGCQ67q5uaFJkyaaR+SVK1fWewZ9/dlITAq9YZB878JSSeaMhZKI8NNPP6Fly5Zo2rRpjr7//PnzqFu3rubr7du3o2PHjsaKR1YkMjJSM3t59OhRxMbGGuS6hQoV0sxeNmvWDKVKldLp8ycj4tBzzXmDZPmQ9X3q8PE3mSUWSiIr9+jRI4wYMQK7du3K8WeWLFmCIUOGaL6+f/8+SpcubYx4ZMUEQcDt27c1s5fHjx9HYmKiQa5dqlQprT0wP7TnanKmAs3nnND7ncmPef1O5dGAxlyoQ2aHhZLIyvXv3x/Dhw9H1apVdfrMqlWrAADu7u548eIFF+SQ0alUKly9elUze3nq1Cmkp6cb5NqVK1fWzF42adIE+fPn1/ze2J3XsO3SI6OWydekEuC72sXwy7c5//NIZApYKIms2PXr1zF37lysXr1ap8/VqFEDV69eBQA0b94cf/75pxHSEX1YdnY2zp07p3lEfvbsWSgUCr2vK5VKUbNmTTRr1gzV6jfDhH+UyMlflFlPI5AWfhSZ0eFQJj2D1DEf7ItUQP5G/rAt4JPj+0skwKkxTblPJZkVFkoiK9axY0fMnTsXxYsXz/FnsrKy4OLiAqVSCQAYM2YMZs+ebayIRDmWlpaGM2fOaB6RX7p0Cfr+FZe/UU/k+7QDJNKPrxiP+30msh7fglPFz2BbsCRUqQlIubwXQnYmvHvKYedVMkf3lEmA7xuXwZgWFfXKTpSXbMQOQETiOHHiBEqWLKlTmQSA8PBwTZkEgFq1ahk6GlGuODs748svv8SXX34J4NXuBSdOnNAUzJs3b+p2QakMLjVa5ahMAoDrJ+3h2XYMJLJ/3390rtQQT1YNRfI/O+DZZnSOrqMSgA3novHj5+V5TCOZDRZKIiskCAJmzZqFTZs26fzZS5cuaX3NQkmmyt3dHd988w2++eYbAEBsbKzWCvLIyMgPft7OqyRkjh8+gvRNDkUrvTVmW8AHdp7FoYh/pEt0JGUocCc2Bb4+bjp9jkgs/KcPkRXauXMnmjVrlquzkS9fvqz5db58+bi6m8yGt7c3unXrhpUrV+Lhw4d48OABVqxYga5du6JQoUJvfb+dd1m9H5kLggBVeiKkTvl0/mx4TJJe9ybKS5yhJLIyCoUCS5Yswd69e3P1+TdnKGvWrJmjjdCJTFGpUqXQv39/9O/fH4Ig4ObNm5rZy7/++gsy77KAWgXIcv9XZdqNv6BKeYH8n3XX6XM2UgnCY5LQNdd3JspbLJREVmblypXo0aMHHB0ddf5sdnY2wsPDNV/zcTdZColEgipVqqBKlSoYNmwYVCoVOv92DBefZuX6mooXj/DyyBLY+1SEs19znT6rVAuIS839vYnyGgslkRVJTU3Fzp07cejQoVx9/saNG8jOztZ8zUJJlkomk8HJJR+A+Fx9XpWagOfbp0Bq7wzPb8bleGHPm7IUqlzdm0gMLJREVmTOnDn48ccfIZPp/pcb8PaCnJo1axoiFpFJsrPJ3Z8TdWYanm2bDHVmGgr1+BU2rh65uo69be7uTyQGvvxEZCWePXuGCxcuoHXr1rm+xpuF0tXVFeXKlTNENCKTVNDVHjZS3U6AEpTZeL5jKpQJMSjYaRLsPHXblus1G6kEXi72ufoskRhYKImsxPTp0zFx4kS9jkh8c4V3jRo1uCCHLJqvjxuUOpy3KKhViNv9K7Ke3IbXN2Nh7/P2NkI5pVQL8OOWQWRG+MibyArcvXsX8fHxqFu3bq6voVAoEBYWpvmaj7vJ0ula6BKOrULGvXNwLFsHqoxUpF4/rvX7Lr5NjXp/IjGxUBJZgcDAQEyZMkWva9y8eRNZWf+uOuWCHLJ0Fb1d4eZoi6SMnJ0Pnv3sAQAg4955ZNw7/9bv61Io3RxtUcE755uqE4mNhZLIwl24cAH58+dH+fLl9brOm4+7ARZKsnz3Iu4g3/NrSHQun6NV2t7dfzHIfWUSoEfd4jx2kcwK/9dKZMEEQcDUqVMxceJEva/15oIcZ2dnvQsqkam6fPkyOnbsiCpVquBsyGxAkrd/VaoBdK2Tu8U8RGJhoSSyYAcOHEDNmjXh7e2t97XeLJTVq1fP9dZDRKbq9OnTaNWqFWrVqoWdO3dCEAS0bf4ZPi/lCB0Xe+eaVAJ0rl0MRd2d8uaGRAbCR95EFkqlUmHevHnYtWuX3tdSKpVaC3L4uJsshSAIOHz4MGbMmIFTp04BAKRSKbp27Ypx48ahSpUqSMlUoPncE4hPzYIOi751JpUAni72mPBV7leHE4mFM5REFmrDhg345ptv4Oqq/4v9t2/fRkZGhuZrrvAmc6dWq7Fr1y588sknaNmyJU6dOgU7OzsMHDgQERER2LBhA6pUqQIAcHWwhbxjNaOWSQBQC4C8YzW4Otga90ZERsAZSiILlJmZifXr1+PAgQMGud5/T8jhDCWZK6VSiS1btmDWrFm4efMmAMDJyQmDBg3CqFGj4OPj887PNSrvhaltq2BS6A2jZZvWtgoalfcy2vWJjImFksgCLVq0CIMGDYKdnZ1BrvdmoXR0dETFihUNcl2ivJKZmYl169bh119/xcOHDwEAbm5uGDZsGIYPHw4vr48XuZ71SgIAJoXegFQCg8xYCmoVJFIZvq+dH/7/f30ic8RCSWRhEhIS8OeffxpsdhLQ3jKoWrVqsLHhjw4yD2lpaVi2bBnkcjmePn0KAPDy8sLIkSMxZMgQuLnptnl4z3olUdLDGaN3hOn9TqWgVkGVlogX++Zj834VRn59Hvb2PG6RzBPfoSSyMLNmzcJPP/2k1xGLb1KpVLhy5Yrmaz7uJnOQkJCAadOmoUSJEhg1ahSePn2KokWLYsGCBYiMjMS4ceN0LpOvNSrvhT8DGuO7WsUgkbzaN1IXMgkAQUDqtSN4suJ7ZEZewbVr1zB58uRc5SEyBSyURBbk0aNHuH//Ppo21e2Itw+5c+cO0tPTNV+zUJIpe/bsGcaOHYsSJUpg0qRJePHiBcqWLYuVK1fi/v37GD58OJyc9N+SJ5+DLX7pUBWnxjTF943LwM3x34U0Nv/ZY+jNr90cbfF94zI4NvIzFH1yEkL2v4vdZs+ejdOnT+udjUgMEkEQjLxujYjySr9+/TBixAhUrVrVYNfcsGED/P39NV9fvXoV1apVM9j1iQwhOjoacrkcK1asQGZmJgDAz88P48ePR8eOHY3+moZCpcad2BSExyQhPCYJcalZyFKoYG8rg5eLPfx83ODn44YK3q6aE3CuXbuG2rVrQ6H492jHUqVKISwszCC7MxDlJb4IRWQhwsPDIQiCQcskoL0gx97eHpUrVzbo9Yn0cffuXfzyyy9Yv349lEolAKBOnTqYMGECvv76a0ilefMgzlYmha+PG3x93NA1h5+pWrUqpk2bhrFjx2rGHj58iFGjRmH58uXGCUpkJJyhJLIQHTt2xNy5c1G8uGGPbGvUqJFmw+c6derg3LlzBr0+UW5cu3YNM2fOxPbt26FWqwEAzZo1w/jx49GsWTODvUNsbCqVCo0bN8aZM2e0xvfu3YvWrVuLlIpId3yHksgCnDhxAqVKlTJ4mVSr1VyQQybln3/+QZs2bVCtWjVs3boVarUaX3/9Nc6ePYujR4+iefPmZlMmAUAmk2HdunVwdnbWGu/Xrx/i4+NFSkWkOxZKIjMnCAJmzZqFcePGGfzad+/eRWpqquZrnpBDYhAEQVMW69Wrh71790IikaBz5864evUq9uzZg08//VTsmLlWpkwZzJs3T2vs2bNn+P7778GHiGQuWCiJzNyOHTvQrFkzFChQwODX5gk5JCZBEBAaGop69erh888/x7Fjx2BjY4O+ffvi9u3b2LJli8UsEOvfv/9bj7h37tyJjRs3ipSISDd8h5LIjCkUCrRs2RJ79+6Fo6Ojwa8/evRozJkzBwBgZ2eHlJQUg52+Q/Q+KpUK27dvx8yZMxEeHg4AcHBwQP/+/TFmzBiDv9phKmJjY+Hr64sXL15oxtzc3BAeHo5ixYqJmIzo4zhDSWTGVqxYAX9/f6OUSUB7htLPz49lkowqOzsbq1atQsWKFdG1a1eEh4fD1dUVP/30EyIjI7Fw4UKLLZMA4O3tjWXLlmmNJSUloU+fPpqFR0SmioWSyEylpKRg165dWntEGpJardY6cpGPu8lY0tPTERwcjDJlyqB///64d+8eChQogKlTpyIqKgq//PILChUqJHbMPNGhQwf06NFDa+zo0aNYtGiRSImIcoaPvInM1JQpU1C7dm2jbS1y7949lCtXTvP1smXLMHDgQKPci6xTUlISFi9ejHnz5iEuLg4AULhwYYwePRoDBw6Ei4uLyAnFkZiYCD8/Pzx+/Fgz5uDggCtXrqBixYoiJiN6P85QEpmhZ8+e4eLFi/jqq6+Mdo//LsjhCm8ylPj4eEycOBElSpTA+PHjERcXh1KlSmHp0qV48OABAgICrLZMAkD+/Pmxdu1arbHMzEz4+/trnapDZEpYKInM0LRp0/Dzzz8bdb+9Nwulra0t/Pz8jHYvsg4xMTEICAhAiRIlMH36dCQlJaFSpUpYv349IiIiMGjQIDg4OIgd0yQ0b94cw4cP1xq7ePEiZsyYIVIiog9joSQyM3fv3sXLly9Rt25do97nzfcnfX19YW9vb9T7keV68OABBg0ahNKlS2PevHlIT09HzZo1sXPnTly/fh3+/v5GP2vbHP3yyy9vPeKePn06Lly4IFIiovdjoSQyM4GBgZgyZYpR7yEIglah5ONuyo0bN26gR48eKFeuHJYvX47s7Gw0bNgQBw8exMWLF/Htt9/m2Vnb5sjR0RHr16+HTCbTjKlUKvj7+yM9PV3EZERv459kIjNy/vx55M+fX2uxjDE8fPgQCQkJmq+5wpt08bos+vr6YuPGjVCr1WjZsiVOnjyJkydPokWLFmZ1PKKYPvnkE0ycOFFr7M6dO0Y5GYtIHyyURGZCEARMmzYNkyZNMvq9eEIO6UoQBJw4cQItWrTAJ598gt9//x0SiQQdOnTAxYsXceDAATRs2FDsmGZp/PjxqF27ttZYcHAw/vzzT5ESEb2NhZLITBw4cAC1atXKk/343nzcLZPJuCCH3ksQBE1ZbNKkCQ4fPgyZTIaePXvixo0b2LFjB/9BoidbW1uEhIS8tWCpT58+SExMFCcU0X+wUBKZAZVKhXnz5mHUqFF5cr83ZyirVKlitJN4yHypVCpNWfzqq69w5swZ2NvbY/Dgwbh79y7WrVuHSpUqiR3TYlSsWBGzZ8/WGnv8+DGGDRsmUiIibSyURGZgw4YN+Oabb+Dq6mr0ewmCoFUoObtEb1IoFFi3bh18fX3RqVMnXLlyBc7Ozhg1ahQePnyIxYsXo1SpUmLHtEg//PADmjdvrjW2YcMG7NixQ6RERP/iPg1EJi4zMxPr16/HwYMH8+R+0dHRePnypeZrrvAm4NX/DlevXo3Zs2cjKioKwKsNuIcPH47hw4fDw8ND5ISWTyqVYs2aNfDz80NSUpJm/Pvvv0eDBg1QuHBhEdORteMMJZGJW7hwIQYNGgRbW9s8uR8X5NCbUlJSIJfLUapUKfzwww+IiopCwYIF8euvvyIqKgpTpkxhmcxDxYoVe+tc7xcvXqB///7gScokJhZKIhP28uVLHD16FJ06dcqze75ZKKVSKapVq5Zn9ybT8fLlS0yZMgUlSpTAmDFjEBsbi+LFi2PRokWIjIzE//73P+TLl0/smFape/fu6Nixo9bY/v37sWLFCpESEQESgf+kITJZ//vf//DVV1+hSZMmeXbPVq1aaR6vV6lSBdevX8+ze5P4YmNjMXfuXCxZsgSpqakAgPLly2Ps2LHo3r077OzsRE5IwKvz0P38/BAbG6sZc3Z2RlhYGMqUKSNiMrJWnKEkMlHR0dG4f/9+npZJLsixXlFRUfjhhx9QsmRJBAUFITU1FdWqVcPWrVtx8+ZN9OnTh2XShHh6emLlypVaY2lpaejVqxdUKpVIqciasVASmagpU6Zg8uTJeXrPx48fIy4uTvM1C6Xlu3PnDnr37o2yZcti8eLFyMrKQr169bB3715cuXIF3333ndbRf2Q6WrdujYEDB2qNnTlzBnK5XKREZM1YKIlMUHh4OACgatWqeXrfNzc0B1goLdnrslipUiWsW7cOSqUSn3/+OY4fP44zZ86gdevWPB7RDMyZMwelS5fWGps4cSLCwsJESkTWioWSyAQFBgbm+ewkoL0gRyKRcEGOBfr777/RunVr1KxZE9u3b4cgCGjXrh3OnTuHI0eOoEmTJiySZsTFxQXr16/X+u9MoVDA398fWVlZIiYja8NCSWRi/vrrL5QuXRrFixfP83u/WSgrVqwIFxeXPM9AhicIgqYsNmjQAPv374dUKkXXrl1x7do17N69G3Xq1BE7JuVSgwYN8L///U9rLDw8HJMmTRIpEVkjrvImMiGCIKBVq1bYtGkTChQokOf3L1y4sGbVaI8ePRASEpLnGchw1Go1QkNDMXPmTFy4cAHAq3Ohe/XqhZ9++glly5YVOSEZSlZWFurUqYNr165pxiQSCU6cOIGGDRuKmIysBWcoiUzIjh070Lx5c1HK5JMnT7S2IOEJOeZLqVRi48aNqFq1Ktq3b48LFy7A0dERI0aMwIMHD7BixQqWSQtjb2+PkJAQrZX4giCgV69eSElJETEZWQsWSiIToVAosHTpUgwdOlSU+/OEHPOXlZWF5cuXo0KFCujRowdu3LiBfPnyYfz48YiMjMT8+fNRtGhRsWOSkVStWhXTpk3TGnv48CECAgJESkTWhIWSyESsWLEC/v7+cHR0FOX+/13hXaNGDVFykO7S0tIwf/58lClTBoMGDcKDBw/g6emJ6dOnIyoqCjNmzEDBggXFjkl5YNSoUfjss8+0xlauXIm9e/eKlIisBd+hJDIBKSkp+Pbbb3Hw4EHR9vxr27Yt9uzZA+DVySh37twRJQflXGJiIn777TfMnz8f8fHxAAAfHx+MHj0aAwYMgLOzs8gJSQwPHjxAtWrVNCcdAUChQoUQHh4OLy8vEZORJeMMJZEJmDNnDn788UdRN5DmCTnm4/nz5xg/fjxKlCiBn3/+GfHx8ShdujSWL1+O+/fv48cff2SZtGKlS5fGvHnztMaePXuG77//HpxDImNhoSQSWWxsLC5duoSvvvpK1AxPnjzRfM1CaZoeP36MESNGoGTJkpg1axaSk5NRpUoVbNy4EXfu3MGAAQNgb28vdkwyAf369cPXX3+tNbZr1y5s2LBBpERk6VgoiUQ2bdo0TJw4UdTNpP/7/iRXeJuWe/fuYcCAAShdujSCg4ORkZGBTz75BLt378a1a9fQrVs32NjYiB2TTIhEIsGKFSvg4eGhNT506FBER0eLlIosGQslkYju3r2LhIQE0TeV/u8KbxZK0xAeHo5u3bqhQoUKWLlyJRQKBZo0aYLDhw/j3LlzaNeuHaRS/hind/P29sayZcu0xpKTk9GnTx+o1WqRUpGl4k8iIhFNnjwZU6ZMETuGVqEsW7Ys3NzcRExD58+fR7t27VC1alVs3rwZarUaX331Fc6cOYPjx4/jiy++4PGIlCMdOnSAv7+/1tixY8ewcOFCkRKRpWKhJBLJuXPnUKBAAZQrV07sKFqPvDk7KQ5BEDRlsW7duggNDYVEIkGnTp1w5coV7Nu3D/Xr1xc7Jpmh4OBgFCtWTGts7NixuHXrlkiJyBKxUBKJQBAETJ8+HRMnThQ7CuLi4vDo0SPN11yQk7cEQcDevXvRoEEDNGvWDH/++SdsbGzQu3dv3Lp1C9u2bUP16tXFjklmLH/+/FizZo3WWGZmJvz9/aFQKERKRZaGhZJIBPv370etWrVQqFAhsaPwhByRqFQqbNu2DTVq1ECbNm1w9uxZ2Nvb44cffsC9e/ewZs0aVKhQQeyYZCGaN2+OESNGaI1dunQJ06dPFykRWRpubE6Ux1QqFVq2bIldu3bB1dVV7DiYOXMmJkyYoPn6xYsXopwlbi0UCgU2bNiAX375BREREQAAFxcXDBkyBCNHjoS3t7fICclSZWRkoGbNmrh9+7ZmTCaT4e+//xZ9YSCZP85QEuWxkJAQtG/f3iTKJKA9Q1mqVCmWSSPJyMjAokWLULZsWfTt2xcRERFwd3dHYGAgoqKi8Ouvv7JMklE5OjoiJCREa4splUoFf39/pKeni5iMLAELJVEeysjIQEhICAYMGCB2FA2ekGNcycnJ+PXXX1GyZEkMGzYM0dHR8Pb2RlBQEKKiojB58mSWeMoztWvXfuvd7YiICIwdO1akRGQp+MibKA8FBQWhZMmS6NSpk9hRALx6vO3p6an5eubMmRg3bpyIiSzHixcvEBwcjODgYCQmJgIASpQogZ9++gl9+vSBg4ODuAHJaikUCjRo0AAXLlzQGj98+DC++OILkVKRuePRCkR55OXLlzh69CgOHDggdhSN/56QwxlK/T158gRz587F0qVLkZaWBgCoWLEixo0bh65du8LW1lbkhGTtbG1tERISgho1aiAjI0Mz3qdPH4SHh8Pd3V3EdGSu+MibKI/MmjULY8eONakNqbnC23AePnyIwYMHo1SpUpgzZw7S0tJQo0YN7NixA9evX0fPnj1ZJslkVKhQAbNnz9Yai4mJwbBhw0RKROaOhZIoD0RHR+PBgwdo0qSJ2FG0vDlDWaJEibfO/aWPu3XrFnr27Ily5cph6dKlyM7ORoMGDbB//35cunQJHTp0gEwmEzsm0VuGDBmCzz//XGts48aN2L59u0iJyJyxUBLlgcDAQAQGBood4y1vzlDyhBzdvC6LVapUQUhICFQqFb788kucOHECp0+fRqtWrUxqNprov6RSKdasWfPWUavff/89nj59KlIqMlcslERGdu3aNUgkEvj5+YkdRUtCQgIePHig+ZqPu3Pm1KlTaNmyJWrXro1du3ZBEAS0b98eFy5cwKFDh9CoUSOxIxLlWNGiRfHbb79pjb18+RL9+vUD1+ySLlgoiYxsypQpmDx5stgx3nLlyhWtr1ko308QBBw8eBCNGjVCo0aNcOjQIchkMvTo0QPXr1/Hrl27ULt2bbFjEuVKt27d3tp54sCBA1i+fLlIicgcsVASGdHx48dRpkwZFC9eXOwob/nvghw+8n6bWq3Grl278Mknn6BVq1Y4deoU7OzsMGjQIERERCAkJARVqlQROyaRXiQSCZYsWfLWxvoBAQG4d++eSKnI3LBQEhmJIAj45ZdfTHbD4DcLZdGiRVGwYEER05gWhUKBkJAQ+Pr6okOHDrh06RKcnJwwcuRIPHjwAEuXLkXp0qXFjklkMB4eHli9erXWWHp6Onr16gWVSiVSKjInLJRERrJ9+3Z8/vnnJnsKCk/IeVtmZiaWLl2K8uXLo2fPnrh16xbc3Nzw888/IyoqCnPnzoWPj4/YMYmMolWrVhg0aJDW2N9//42goCCREpE54Uk5REagUCjQsmVL7Nu3zyRPRElKSkL+/Pk1X0+ZMgWTJk0SL5DIUlNTsWzZMsyZM0ezutXLywsBAQEYMmQI8uXLJ3JCoryRmpqK6tWr4/79+5oxW1tbnD9/HtWrVxcvGJk8zlASGcHy5cvRs2dPkyyTABfkvJaQkICpU6eiRIkSGD16NJ4+fYqiRYsiODgYkZGRGDt2LMskWRUXFxesW7cOUum/9UChUMDf3x9ZWVkiJiNTx0JJZGApKSnYvXs3evToIXaU97L2E3KePXuGsWPHokSJEpg8eTJevnyJsmXLYuXKlbh//z6GDRsGJycnsWMSiaJBgwb43//+pzV2/fp1TJw4UaREZA74yJvIwAIDA1GnTh189dVXYkd5r+7du2PTpk0AgMKFC+PJkyciJ8ob0dHRCAoKwsqVK5GZmQkA8PPzw/jx49GpUyeeaEP0/7Kzs1GnTh2EhYVpxiQSCf766y/utUrvxBlKIgOKjY3FpUuX0KpVK7GjfJC1LciJiIhA3759UaZMGSxatAiZmZmoW7cuQkNDERYWhi5durBMEr3Bzs4OISEhsLOz04wJgoBevXohJSVFxGRkqlgoiQxo2rRpmDhxokkfuZeSkoKIiAjN15ZcKF+XxUqVKmHNmjVQKpVo1qwZjh49irNnz6JNmzYm/d8VkZj8/Pwwffp0rbHIyEiMHDlSpERkylgoiQwkIiICiYmJqFOnjthRPujq1ataR6pZ4obm//zzD9q0aYPq1atj69atUKvVaNOmDc6ePYujR4+iWbNmLJJEORAQEICGDRtqja1atQp79uwRKRGZKhZKIgMJDAxEYGCg2DE+ylIX5AiCoCmL9erVw969eyGVStGlSxeEhYUhNDQUn376qdgxicyKTCbDunXr4OLiojXev39/xMXFiZSKTBELJZEBnDt3DgUKFEC5cuXEjvJRbxbKQoUKoUiRIiKm0Z9ardaUxc8//xzHjx+HjY0N+vbti9u3b2Pz5s2oWrWq2DGJzFapUqUwf/58rbHnz59j0KBB4Lpeeo2FkkhPgiBo3p00B5cvX9b8umbNmmb76FelUmHz5s2oXr062rVrh/Pnz8PBwQHDhg3D/fv3sWrVKrMo+ETmoG/fvmjTpo3W2O+//46QkBCREpGpYaEk0tP+/fvxySefoFChQmJH+ai0tDTcvn1b87U5Pu7Ozs7GypUrUbFiRXTr1g3h4eFwdXXF2LFjERUVheDgYBQvXlzsmEQWRSKRYMWKFfD09NQaHzZsGKKjo0VKRaaEhZJIDyqVCvPmzUNAQIDYUXLk6tWrUKvVmq/NqVCmp6cjODgYZcqUwYABA3Dv3j14eHhg2rRpiIqKwqxZs1CwYEGxYxJZrEKFCmH58uVaY8nJyejdu7fWzxWyTiyURHpYv349vv32W7i6uoodJUfefNwNmEehTEpKwqxZs1CyZEmMGDECjx8/RpEiRTB37lxERkbi559/hru7u9gxiaxC+/bt0bNnT62x48ePIzg4WKREZCp4Ug5RLmVkZODrr7/GwYMHYWtrK3acHOnduzfWrVsHAPD09MTz589N9h3K+Ph4zJ8/H4sWLUJSUhKAV4sDfvrpJ/Tu3Rv29vYiJySyTklJSfDz88OjR480Y/b29rh8+TIqV64sYjISE2coiXJp4cKFGDx4sNmUSeDtE3JMsUzGxMRg5MiRKFGiBGbMmIGkpCRUrlwZISEhiIiIwKBBg1gmiUTk5uaGtWvXao1lZWWhZ8+eUCgU4oQi0bFQEuXCy5cvcezYMXTo0EHsKDmWnp6Omzdvar42tcfd9+/fx6BBg1C6dGnMnz8f6enpqFWrFnbt2oXw8HD06NEDNjY2YsckIgDNmjXDjz/+qDV26dIlTJs2TZxAJDoWSqJcmDVrFsaNG2eSM3zvc+3aNa0X503lhJwbN26gR48eKF++PJYvX47s7Gw0atQIBw8exIULF9C+fXtIpfxRRWRqZs6ciUqVKr01du7cOZESkZj4U5pIR9HR0Xj48CEaN24sdhSdmNoJOa/Loq+vLzZu3Ai1Wo2WLVvi1KlTOHHiBFq0aGFWhZ3I2jg6OiIkJETryYFKpULPnj2Rnp4uYjISAwslkY4CAwMxefJksWPo7M1CWaBAAZQoUSLPMwiCgBMnTuDLL79EnTp1sHv3bkgkEnTo0AGXLl3CgQMH8Nlnn+V5LiLKnVq1amHSpElaYxEREfjpp59ESkRiYaEk0sG1a9cgkUjg5+cndhSdiXlCjiAI2L9/Pxo2bIgmTZrgyJEjkMlk6NmzJ27cuIEdO3aYzCN4ItLNuHHjUKdOHa2xRYsW4ciRIyIlIjGwUBLpYMqUKQgMDBQ7hs4yMzNx48YNzdd59bhbpVJh+/btqFmzJlq3bo0zZ87A3t4egwcPxt27d7Fu3bq33sEiIvNiY2ODkJAQODo6ao336dMHCQkJIqWivMYlk0Q5dPz4cZQpUwbFihUTO8p7KVRq3I5NQXhMEq7HJOF5ShaylSqkpyQjX/NByI69h+zYe6he07iFUqFQYNOmTZg1axbu3LkDAHB2dsbgwYMREBCAwoULG/X+RJS3ypcvj6CgIAwdOlQzFhMTg6FDh2Ljxo0iJqO8wo3NiXJArVajVatW2LJli0meyvI4IR2bzkdj47loJGW82gfORiqBUv36j7cAQaUCpDJIJBK42knhX78UutUpjqLuTgbLkZGRgTVr1mD27NmIiooCALi7u2P48OEYNmwYPDw8DHYvIjItrxfW/fdR99atW/Hdd9+JlIryCgslUQ5s27YN0dHRGD16tNhRtCRnKjBz3y1svfgIEgmg1uFPs1QCCAA61yqGCa0rwdUh9xu0p6SkYOnSpZgzZw6ePXsG4NW5vwEBARg8eLDZHE1JRPp5/Pgx/Pz8kJiYqBkrUKAAwsPDUaRIEfGCkdGxUBJ9RHZ2Nlq1aoV9+/bBwcFB7DgaJyPiMGp7GF6kZelUJP9LKgE8Xewh71gNjcp76fTZly9fIjg4GMHBwZp3pYoXL47//e9/6Nu371vvVBGR5du0aRO6d++uNfb6Zyi3ArNcLJREH7Fo0SK4urqiV69eYkfRWPd3JCbvuQGpjrOS7/P6OlPbVkHPeiU/+v2xsbGYO3culixZgtTUVACv3qEaN24cunfvblbHURKRYQmCgC5dumDbtm1a40uWLMH3338vUioyNhZKog9ISUlB+/btcejQIchkMrHjAADWn43EpNAbH//GXPpQqYyMjERQUBBWrVqFrKwsAEC1atUwYcIEfPvttybzfyMiEteLFy/g5+eHp0+fasacnJwQFhaGsmXLipiMjIXbBhF9gFwuR0BAgMkUpZMRcUYtkwAwKfQGTkbEaY3dvn0bvXv3Rrly5bB48WJkZWWhXr162Lt3L65cuYJOnTqZzP+NiEh8Hh4eWLVqldZYeno6evbsCaVSKVIqMiYWSqL3iI2NxeXLl9GqVSuxowB4tQBn1PYwSI38CpJUAozeEYaUTIWmLFauXBnr1q2DUqnEF198gePHj+PMmTNo3bo134kiondq1arVW4+4z549i6CgIJESkTHxkTfRe/zwww/o3bs3PvnkE7GjAADG7ryGbZceGeSdyY+RAHB7cQNhK/49Pq1du3YYP378WydiEBG9T2pqKqpXr4779+9rxmxtbXH+/HlUr15dvGBkcNzYnOgdIiIikJiYaDJl8lFCOrZefIScdMnMqGt4tnn8O3/P218Oe5+KH72GACChQCXY5i+ETl81x7hx4+Dr66tbaCKyei4uLli/fj0aNmwItVoN4NXBB/7+/rhw4YJJ7ZxB+mGhJHqHyZMnY9q0aWLH0Nh8PhoSCaDL8wTXWm1gV7i81piNe85PqJEAGL3kd8zsUi/nNyUi+o/69evjp59+wqxZszRj169fx8SJE/n424LwHUqi//jnn3/g6elpMisRFSo1Np6L1vlRt32xKnDxbar1/2RObjm/gESKfREpUKjUut2YiOg/AgMD33rEPWfOHJw4cUKcQGRwLJREbxAEAdOnT8fEiRPFjqJxOzZFc5yirtRZ6RDUqlzfOylDgTuxKbn+PBERANjZ2SEkJAR2dnaaMUEQ0Lt3byQnJ4uYjAyFhZLoDfv27cMnn3yCggULih1FIzwmKVefe7F/AR7N+w7RQe0Ru2kcsp7ezdP7ExG9ydfXFzNmzNAai4yMxMiRI0VKRIbEQkn0/1QqFebPn49Ro0aJHUXL9Zgk2OiyV5DMFk4V6qNA8wHw6jAR+Rv5QxEXhWcbf0J27P2Pf/4NNlIJCyURGczIkSPRqFEjrbHVq1cjNDRUpERkKCyURP9v/fr16NChA1xcXMSOouV5ShaUOrxA6VC0Erzaj4dLtS/hVK4u3Op1gndPOQAJEk6s0+neSrWAuNQsHRMTEb2bTCbD2rVr3/o5O2DAAMTFxb3nU2QOWCiJAGRkZGDDhg3o37+/2FHekq3M/TuQr9m6F4FjubrIjL6m8zuVWQr9709E9FqpUqWwYMECrbHnz59j4MCB4NbY5ouFkghAcHAwBg8eDFtbW7GjvMXOxjBHGtrk8wRUSggK3WYc7W15pCIRGVafPn3Qtm1brbHdu3dj/fr1IiUifbFQktV7+fIljh8/jg4dOogd5Z0Kutrr9g7leygTYyGxsYPELucbCdtIJfBysdf73kREb5JIJFi+fDm8vLy0xocNG4aoqCiRUpE+WCjJ6s2cORPjxo0z2TOpfX3cdHqHUpX+9iKa7GcPkH73PBxK1oBEkvM/9kq1AD8fHfauJCLKoUKFCmHZsmVaYykpKejdu7fmVB0yHzwph6xaVFQUIiMj0bhxY7GjvJeuhS5u96+Q2trB3qcSpE5uUMQ/QmrYQUhs7eHepLfR709ElFPt27dHr169sG7dvwsG//rrLyxYsIDbCZkZicA3YMmK9enTB6NGjTLpc6oVKjVqz/gzx5ubJ18MRdqNv6BMeAp1djpkTm5wKFENbp91ha17EZ3u7eZoi4sTPoetjA8ziMg4kpKSULVqVURHR2vG7O3tcfnyZVSuXFnEZKQLzlCS1QoLC4NUKjXpMgkAtjIputctjqUn7ufo+MV8tdsiX+22H//Gj5BJgB51i7NMEpFRubm5Ye3atWjWrJlmLCsrC/7+/jh79qzW6Tpkuvg3BVmtKVOmIDAwUOwYOdKtTnHk9bMENYCudYrn7U2JyCo1bdr0rUfcly9fxrRp00RKRLpioSSrdOzYMZQrVw7FihUTO0qOFHV3QufaxWCAxd45IpUAnWsXQ1F3p7y5IRFZvZkzZ771iHvmzJn4559/REpEuuA7lGR11Go1WrVqhS1btsDd3V3sODmWkqlA87knEJ+alaNH37kllQCeLvY4GtAYrg6mty8nEVmuy5cvo27dulAqlZqxcuXK4cqVK3B2dhYxGX0MZyjJ6mzfvh1ffPGFWZVJAHB1sIW8YzWjlkkAUAuAvGM1lkkiynM1a9bE5MmTtcbu3r2Ln376SaRElFOcoSSrkp2djVatWmHfvn1wcMj5Bt+mZP3ZSEwKvWG0609rWwX+9Uoa7fpERB+iVCrx2Wef4dy5c1rjhw4dwpdffilSKvoYFkqyKosWLUK+fPnQs2dPsaPo5XWplEpgkBnL19dhmSQiUxAREYHq1asjIyNDM1akSBGEh4ejQIECIiaj9+Ejb7IaycnJ+OOPP9C9e3exo+itZ72SWN+nDjxd7PVeqPP6ncn1feqwTBKRSShfvjzkcrnW2JMnTzB06FCREtHHcIaSrMakSZNQr149tGrVSuwoBpOcqcDMfbew9dIjSAGodPjTLJO82hqoc61imNC6Et+ZJCKTIggCWrZsicOHD2uNb9myBZ07dxYpFb0PCyVZhdjYWAwYMAChoaEme2a3Ph4npGPz+WhsOBetOVHHRirRnAEuCAKgVkEie3WWgZujLXrULY6udYpzayAiMlkxMTHw9fVFYmKiZszd3R3Xr19HkSK6nfxFxsVCSVZhyJAh6NOnDz755BOxoxiVQqXGndgUhMckITwmCXGpWThz9jzinz2BKi0Rs8cORd1yhVHB25Un4BCRWdi8eTO6deumNdaiRQscOHDAIicIzBULJVm8O3fuYNq0adiwYYPYUUTRrVs3bN68GcCr7TfKli0rciIiIt106dIFW7du1RpbvHgxBg8eLFIi+i9OUZDFCwwMNJsjFo3Bw8ND8+sXL16ImISIKHcWL16MwoULa42NHj0ad+/eFSkR/RcLJVm0f/75B56enlY9K8dCSUTmrkCBAli9erXWWHp6Onr27Kl1qg6Jh4WSLJYgCJg+fTomTpwodhRRsVASkSVo2bLlW4+4//nnH8yePVukRPQmFkqyWPv27UOdOnVQsGBBsaOIioWSiCxFUFDQW0+cJk+ejCtXroiUiF5joSSLpFKpMH/+fAQEBIgdRXQslERkKZydnbF+/XpIpf/WF6VSCX9/f2RmZoqYjFgoySKtW7cOHTp0gIuLi9hRRMdCSUSWpF69ehg7dqzW2I0bN/Dzzz+LlIgAFkqyQOnp6di4cSP69+8vdhSTwEJJRJZm8uTJqFGjhtbY3LlzceLECZESEQslWZyFCxdiyJAhsLXlUYIACyURWR47OzuEhITA3t5eMyYIAnr16oXk5GQRk1kvFkqyKC9evMDx48fx7bffih3FZLi6usLG5tWRiyyURGQpqlSpghkzZmiNRUVF4ccffxQnkJVjoSSLMnPmTIwfP57Hcb1BIpFoZilZKInIkowcORKNGzfWGluzZg3++OMPkRJZLxZKshhRUVGIiopCo0aNxI5iclgoicgSSaVSrF27Fq6urlrjAwYMwPPnz0VKZZ1YKMliWPsRix/yulCmp6dzaw0isiglS5bEggULtMbi4uIwcOBACIIgUirrw0JJFiEsLAwymQy+vr5iRzFJXJhDRJasd+/eaNeundbYH3/8gXXr1omUyPqwUJJFmDJlCiZPnix2DJPl6emp+TULJRFZGolEguXLl8PLy0trfPjw4YiMjBQnlJVhoSSzd+zYMZQrVw7FihUTO4rJ4gwlEVm6ggULYsWKFVpjKSkp6N27N9RqtUiprAcLJZk1tVqNX3/99a1TE0jbm4UyPj5exCRERMbTrl079O7dW2vsxIkTmD9/vih5rAkLJZm17du348svv4S7u7vYUUwaZyiJyFosWLAAJUqU0BobP348bty4IVIi68BCSWYrOzsby5cvxw8//CB2FJPHQklE1iJfvnxYu3at1n7EWVlZ8Pf3R3Z2tojJLBsLJZmtZcuWoVevXnBwcBA7isljoSQia9KkSROMHDlSa+zKlSuYOnWqSIksHwslmaXk5GSEhoaie/fuYkcxCyyURGRtZsyYgcqVK2uNzZo1C//8849IiSwbCyWZJblcjoCAAMhkMrGjmAUWSiKyNg4ODtiwYQNsbGw0Y2q1Gv7+/khLSxMxmWVioSSz8/TpU1y9ehUtW7YUO4rZKFCggObXLJREZC1q1Kjx1glq9+7dw//+9z9xAlkwicBzicjMDB48GP369UPt2rXFjmJW8ufPj6SkJJQrVw4RERFixyEiyhNKpRINGzZ861H3wYMH0aJFC5FSWR7OUJJZuXPnDlJSUlgmc+H1Y2/OUBKRNbGxscH69evh5OSkNd6nTx+8fPlSpFSWh4WSzEpgYOBbjy8oZ14XyoSEBKhUKpHTEBHlnXLlykEul2uNPX36lNvOGRALJZmNs2fPwsvLC2XLlhU7ill6XSgFQUBiYqK4YYiI8tj333//1iPuLVu2YMuWLSIlsiwslGQWBEHA9OnT8fPPP4sdxWxxpTcRWTOJRIJVq1a9dbLakCFDEBMTI1Iqy8FCSWZh7969qFu3LgoWLCh2FLPFQklE1s7HxweLFy/WGktISEC/fv3ANcr6YaEkk6dUKrFgwQIEBASIHcWssVASEQFdunRBly5dtMYOHTqEJUuWiJTIMrBQkslbv349OnbsCBcXF7GjmDUWSiKiV3777TcUKVJEa2z06NG4e/euSInMHwslmbT09HRs3LgR/fr1EzuK2WOhJCJ6pUCBAli9erXWWEZGBvz9/aFUKkVKZd5YKMmkBQcHY8iQIbC1tRU7itljoSQi+leLFi0wZMgQrbFz587h119/FSmReWOhJJP14sUL/PXXX/j222/FjmIRWCiJiLTNnj0b5cqV0xoLDAzE5cuXRUpkvlgoyWTNnDkT48ePh0QiETuKRWChJCLS5uzsjPXr10Mq/bcOKZVK+Pv7IzMzU8Rk5oeFkkxSZGQkoqOj0ahRI7GjWAwWSiKit3366acYN26c1tjNmzcxYcIEkRKZJ4nAjZfIBPXu3RtjxoxBlSpVxI5iMQRBgIODA7Kzs1G1alWEhYWJHYmIyCRkZ2fj008/xZUrVzRjEokEx44dQ5MmTcQLZkY4Q0km5+rVq7C1tWWZNDCJRKKZpeQMJRHRv+zs7BASEgJ7e3vNmCAI6NWrF5KTk0VMZj44Q0kmp3379li4cCGKFi0qdhSLU7VqVYSHh8PBwQEZGRlixyEiMilz587FqFGjtMZ69+6NNWvWAAAUKjVux6YgPCYJ12OS8DwlC9lKFexsZCjoag9fHzf4+bihorcrbGXWNWfHQkkm5ejRozhy5Ah++eUXsaNYpKZNm+Kvv/4CAKSlpcHJyUncQEREJkStVqNZs2Y4ceKE1viqLb8jPn9FbDwXjaQMBQDARiqBUv1vhXrzazdHW3SvWxzd6hRHUXfr+DnLQkkmQ61Wo2XLlti2bRvy588vdhyL1LFjR+zcuRMAEB0djWLFiomciIjItERFRcHPzw8pKSmQ2DvBvWlfuFRrAZlUArUOjUkqAQQAnWsVw4TWleDqYNn7KVvXfCyZtG3btqFFixYsk0b05krv+Ph4EZMQEZmmEiVKIDg4GA4la6DIgKVwqfoFJBLdyiQAqAVAEIBtlx6h+dwTOBkRZ5zAJoKFkkxCdnY2VqxYgR9++EHsKBaNWwcREeVA+cYo1GUaZE5ukEhlel1KLQDxqVnoueY81p+NNEw+E8RCSSZh2bJl6N27NxwcHMSOYtFYKImIPmz92UgE7rkJAHqXyddez25OCr1hsaWShZJEl5ycjNDQUHTr1k3sKBaPhZKI6P1ORsRhUugNo95jUugNi3z8zUJJogsKCsKoUaMgkxnmX4L0fiyURETvlpypwKjtYZAa+bRfqQQYvSMMKZkK494oj7FQkqiePn2KsLAwtGjRQuwoVoGFkojo3Wbuu4UXaVk6L77R1et3Kmfsv2XcG+UxG7EDkHWbOnUqJk2aBInEyP8kJAAslERE7/IoIR1bLz5CTrukOjsDyed2IevJHWQ/jYA6MxUeX/0Il6qf5+zzArD14iMMbVrWYvap5AwliebOnTtISUlB7dq1xY5iNVgoiYjetvl8NHSZ11CnJyPpzGYoXjyCbcFSubqn9P/vaylYKEk0kydPxpQpU8SOYVXc3d01s8EslEREr45T3HguWqdH3TKXAig6NARFh6yBe9O+ubqvSgA2nIuGQqXO1edNDQslieLs2bMoWLAgypQpI3YUqyKTyTQbx7NQEhEBt2NTNMcp5pTExhYyF3e9752UocCd2BS9r2MKWCgpzwmCgOnTp+Pnn38WO4pVev3Ym4WSiAgIj0my6vsbCgsl5bk9e/bg008/RcGCBcWOYpVeF8rExEQolUqR0xARiet6TBJsjL1X0HvYSCUWUyi5ypvylFKpxIIFCxAaGip2FKv15sKchIQEeHl5iZiGiEhcz1OyoDT2XkHvoVQLiEvNEuXehsYZSspT69atQ6dOneDs7Cx2FKvFld5ERP/KVqpEvX+WQtz7GwpnKCnPpKenY9OmTTh48KDYUawaCyUR0b/sbMQ9pc3e1jJOieMMJeWZ4OBg/PDDD7C1tRU7ilVjoSQi+ldBV3tR36H0crEX5d6GxkJJeeLFixc4ceIE2rdvL3YUq8dCSUT0L18fN1HfofTzcRPl3obGR96UJ2bMmIHx48fziEUTwEJJRPSv3Ba65Et7oM5Mgyr1JQAg4955KFPiAQD5arWB1CFnawVYKIlyKDIyEo8ePULDhg3FjkJgoSQiepOPM2AvUSFL0O1dxuRzv0OV/FzzdXrE30DE3wAAlypNc1Qo3RxtUcHbVbfAJoqFkowuMDAQgYGBYseg/8dCSUQExMTEYOHChVi6dClkNdrDte63gCTnbwIWHbJar/vLJECPusVhK7OMtw8t4z8FmayrV6/C1tYWVapUETsK/T8WSiKyZuHh4ejduzdKlSqFJUuWYODAgTj020RIdCiThqAG0LVO8Ty9pzFxhpKMKjAwEIsWLRI7Br2BhZKIrI0gCDh27BiCgoJw6NAhFC1aFLNmzUL//v3h5vbqHcbOtVOx7dIj5MX6HKkE+K52MRR1dzL+zfIIZyjJaP78809UrFgRRYsWFTsKvcHJyQmOjo4AWCiJyLIpFAps3LgRNWvWxOeff45nz55hw4YNePDgAUaNGqUpkwAwoXUleLrYw9g7CEklgKeLPSZ8Vcm4N8pjLJRkFGq1GkFBQRg7dqzYUegdXs9SslASkSVKTk7GnDlzULp0afTo0QPe3t74888/cfnyZXTv3v2d+yG7OthC3rGa0Wco1QIg71gNrg6WtSczCyUZxdatW9GiRQvkz59f7Cj0Dq8LZXx8PARBnP3XiIgM7fHjxxgzZgyKFSuGcePGoXnz5rh27RoOHDiA5s2bf3TrukblvTC1rXHf+Z/Wtgoalfcy6j3EwHcoyeCys7OxYsUK7N+/X+wo9B6vC6VCoUBqaipcXS1j2woisk5hYWGYM2cONm/eDGdnZwwePBjDhg2Dj4+PztfqWa8kAGBS6A1IJTDIjOXr60xrWwX+/399S8NCSQa3dOlS9OnTBw4ODmJHoff478IcFkoiMjeCIODIkSOQy+U4cuQIihcvjtmzZ6N///56/0zrWa8kSno4Y/SOMMSnZulVKl+/MynvWM0iZyZf4yNvMqjk5GTs2bMH3bt3FzsKfQBXehORucrOzkZISAiqV6+OFi1aID4+Hps2bcK9e/cwcuRIg/0DuVF5L/wZ0Bjf1SoGieTVvpG6kEkAiQT4rlYxHA1obNFlEuAMJRlYUFAQRo8eDamU/1YxZSyURGRukpKSsHz5cixYsAAxMTFo1aoV5s+fjyZNmhjtWN98Drb4pUNVDG1WFpvPR2PDuWgkZSgAADZSidYZ4G9+7eZoix51i6NrneIWtTXQh7BQksE8ffoUYWFhmDp1qthR6CNYKInIXDx69AgLFizA8uXLkZmZiR49eiAgIAC+vr55lqGouxPGtKiIHz8vjzuxKQiPSUJ4TBLiUrOQpVDB3lYGLxd7+Pm4wc/HDRW8XS3mBJycYqEkg5kyZQomT55stH8pkuGwUBKRqbty5QrmzJmDrVu3wsXFBUOHDsXQoUNRpEgR0TLZyqTw9XGDr48buoqWwjSxUJJB3L59G2lpaahVq5bYUSgHWCiJyBQJgoDDhw8jKCgIR48eRYkSJSCXy9G3b18uHjRxLJRkEIGBgZgxY4bYMSiHWCiJyJRkZ2dj8+bNkMvluH79OmrVqoUtW7agQ4cOsLFhVTEH/G+J9Pb333+jUKFCKFOmjNhRKIdYKInIFCQmJmLZsmUIDg7GkydP8PXXX2PRokVo1KgRX58yMyyUpBdBEDBjxgysXbtW7CikAxZKIhJTVFQUFixYgBUrViA7Oxv+/v4ICAhA5cqVxY5GucRCSXrZs2cPPv30U3h5Wfb+WpYmf/78kEqlUKvVLJRElGcuX74MuVyObdu2IV++fBgxYgSGDh0Kb29vsaORnlgoKdeUSiWCg4Pxxx9/iB2FdCSVSuHu7o4XL16wUBKRUQmCgAMHDkAul+P48eMoVaoU5s2bh759+8LZ2VnseGQg1rVJEhnU2rVr0alTJ/5AMFOvH3uzUBKRMWRlZWHNmjXw9fVF69atkZqaim3btiEiIgLDhg3j3x0WhjOUlCvp6enYvHkzDh48KHYUyqXXhTI5ORkKhQK2trYiJyIiS5CQkIClS5ciODgYsbGxaNOmDZYuXYrPPvuMC20sGAsl5cqCBQvwww8/sISYsTcX5rx8+RKFChUSMQ0RmbvIyEjMnz8fK1euhFKpRM+ePREQEICKFSuKHY3yAB95k87i4+Nx8uRJtG/fXuwopAeu9CYiQ7h48SK6dOmCMmXKICQkBAEBAYiKisLy5ctZJq0IZyhJZzNnzsT48eP56MLMsVASUW6p1WocOHAAQUFBOHHiBEqXLo3g4GD07t2b70ZaKc5Qkk4iIyPx6NEjNGzYUOwopCcWSiLSVWZmJlatWgVfX198/fXXyMzMxI4dOxAREYEffviBZdKKcYaSdBIYGIgpU6aIHYMMgIWSiHLq5cuXWLJkCRYuXIjnz5+jbdu2WL58ORo0aMCnVQSAhZJ0cOXKFdja2vIkAwvBQklEH/PgwQPMnz8fq1atgkqlQu/evTFy5EhUqFBB7GhkYlgoKcemTp2KhQsXih2DDMTT01PzaxZKInrT+fPnIZfLsXPnTri7u2PMmDEYMmQIChYsKHY0MlEslJQjf/75JypWrIiiRYuKHYUMhDOURPQmtVqNvXv3Qi6X49SpUyhbtix+++039OzZE05OTmLHIxPHQkkfpVarMXv2bGzbtk3sKGRALJREBLxaaBMSEoI5c+bgzp07qF+/Pnbt2oW2bdtCJpOJHY/MBAslfdTWrVvRsmVL5M+fX+woZEAslETWLT4+HkuWLMGiRYsQFxeH9u3bY/Xq1ahfv77Y0cgMsVDSB2VlZWHFihU4cOCA2FHIwOzt7eHs7Iy0tDTEx8eLHYeI8sj9+/cxd+5crFmzBoIgoE+fPhg5ciTKlSsndjQyYyyU9EFLly5F3759YW9vL3YUMgIPDw+kpaVxhpLICvzzzz+Qy+XYtWsXPD09MXbsWAwePBheXl5iRyMLwEJJ75WUlIS9e/fi0KFDYkchI/Hw8EB0dDRevnwJQRC4nxyRhVGr1QgNDYVcLseZM2dQrlw5LFmyBD179oSjo6PY8ciC8KQceq+goCCMHj0aUin/Z2KpXr9HqVQqkZycLHIaIjKUjIwMLFu2DBUrVkT79u0hkUiwe/du3L59G4MGDWKZJINjU6B3evLkCcLDw/Hll1+KHYWMiAtziCxLXFwcpkyZguLFi2Pw4MGoWrUqzp49i1OnTqFdu3acICCj4SNveqepU6di0qRJfARq4f5bKEuXLi1iGiLKrbt372LevHlYs2YNJBIJ+vbti5EjR6JMmTJiRyMrwUJJb7l9+zbS0tJQq1YtsaOQkXGGksi8/f3335DL5di9eze8vLwwYcIEDB48WOvPNlFeYKGkt0yePBmzZs0SOwblARZKIvOjUqkQGhqKoKAgnD17FhUqVMCyZcvg7+8PBwcHseORleLLFKTl77//hre3Nx99WgkWSiLzkZ6ejiVLlqBixYr49ttvYWtri9DQUNy8eRMDBgxgmSRRcYaSNARBwIwZM7B27Vqxo1AeYaEkMn3Pnz/Hb7/9ht9++w0JCQno2LEjNm7ciDp16ogdjUiDhZI0QkNDUa9ePW5ya0VYKIlM1507dzB37lysW7cOMpkM/fr1w48//sgnSGSSWCgJwKt9CIODgxEaGip2FMpDLJREpkUQBJw5cwZyuRyhoaEoWLAgJk2ahO+//x4FChQQOx7Re7FQEgBg7dq1+O677+Ds7Cx2FMpDLJREpkGlUuH333+HXC7HuXPnUKlSJaxYsQLdu3fnu5FkFlgoCenp6di8eTOPWLRCbm5ukMlkUKlULJREIkhLS8PatWsxd+5cPHjwAE2aNMHevXvRqlUrbkJOZoWFkjB//nwMHToUNjb8n4O1kUgkKFCgAOLi4lgoifLQs2fPsGjRIixevBiJiYno1KkTtm7ditq1a4sdjShX+M8fKxcfH49Tp07hm2++ETsKieT1Y28WSiLju337NgYOHIgSJUpg3rx58Pf3x/3797FlyxaWSTJrnJKycjNmzMCECRN4xKIVe10oU1NTkZ2dDTs7O5ETEVkWQRBw6tQpyOVy7NmzB97e3ggMDMSgQYPg7u4udjwig+AMpRV7+PAhHj9+jM8++0zsKCQiLswhMg6lUont27ejbt26aNy4Me7fv4/Vq1cjMjISY8eOZZkki8JCacUCAwMxZcoUsWOQyFgoiQwrNTUVCxcuRPny5fHdd9/B1dUV+/fvx/Xr19GnTx/Y29uLHZHI4PjI20pduXIF9vb2qFy5sthRSGQslESGERsbi4ULF2LJkiVITk7Gd999h+3bt6NWrVpiRyMyOhZKKzVlyhT89ttvYscgE8BCSaSfmzdvYu7cuQgJCYGdnR0GDBiAESNGoESJEmJHI8ozLJRW6MiRI6hUqRJ8fHzEjkImwNPTU/NrFkqinBEEASdOnIBcLse+fftQpEgRTJs2DQMHDkT+/PnFjkeU51gorYxarUZQUBC2bdsmdhQyEZyhJMo5pVKJHTt2QC6X49KlS/Dz88O6devQpUsX7pBAVo2F0sps2bIFrVq14r+gSYOFkujjUlJSsHr1asybNw9RUVH4/PPPcfDgQXz55Zfcdo0ILJRWJSsrCytXrsSBAwfEjkIm5M1CGR8fL2ISItPz5MkTLFy4EEuXLkVqaiq6dOmC3bt3o3r16mJHIzIpLJRWZOnSpejbty+3rCAtnKEketuNGzcgl8uxceNGODg4YODAgRgxYgSKFSsmdjQik8RCaSWSkpKwd+9eHDp0SOwoZGIKFCig+TULJVkzQRBw/PhxyOVyHDhwAD4+Ppg5cyYGDBgANzc3seMRmTRubG4lZs+ejTFjxkAq5X/lpM3Ozg6urq4AWCjJOikUCmzatAm1atVC8+bNERMTg/Xr1+PBgwcYPXo0yyRRDrBdWIEnT57g+vXr+OKLL8SOQibq9WNvFkqyJikpKZg3bx7Kli2L7t27w8vLC4cPH8bVq1fh7+/PVdtEOuAjbyswdepUTJo0iSsR6b08PDwQGRmJly9fQq1WcyabLFpMTAyCg4OxbNkypKWloWvXrhg1ahSqVasmdjQis8VCaeFu3bqFtLQ0Hv1FH/R6hlKtViMpKQnu7u4iJyIyvPDwcMyZMwebNm2Co6MjBg0ahOHDh6No0aJiRyMyeyyUFi4wMBCzZs0SOwaZuP+u9GahJEshCAKOHj0KuVyOQ4cOoVixYvjll1/Qv39/5MuXT+x4RBaDz7Us2JkzZ1C4cGGULl1a7Chk4rh1EFkahUKBjRs3ombNmvjiiy/w7NkzbNiwAffv30dAQADLJJGBcYbSQgmCgBkzZmDdunViRyEzwEJJliI5ORkrVqzA/Pnz8fjxY7Rs2RJ//vknmjVrxvfIiYyIhdJChYaGon79+vDy8hI7CpkBFkoyd48ePUJwcDCWL1+OjIwMdO/eHQEBAfDz8xM7GpFVYKG0QEqlEsHBwQgNDRU7CpkJFkoyV2FhYZDL5diyZQucnZ0xePBgDBs2DD4+PmJHI7IqLJQWaM2aNejcuTOcnZ3FjkJmgoWSzIkgCDhy5AjkcjmOHDmC4sWLIygoCP369dNs0k9EeYuF0sKkp6djy5YtPGKRdMJCSeYgOzsbW7ZsgVwuR3h4OGrWrIlNmzahU6dOsLHhX2dEYuIqbwszf/58DB06lD9cSScslGTKkpKSEBQUhNKlS6NXr14oVqwYjh07hosXL6Jr1678eUdkAvin0ILEx8fj9OnTGDdunNhRyMywUJIpio6OxoIFC7BixQpkZmaiR48eGDVqFKpUqSJ2NCL6DxZKCzJjxgyMHz+eW2OQzlxdXWFjYwOlUslCSaK7cuUK5syZgy1btsDV1RVDhw7FsGHDULhwYbGjEdF7sFBaiIcPHyImJgafffaZ2FHIDEkkEnh4eODZs2cslCQKQRBw6NAhyOVyHD16FCVLlsTcuXPRt29fuLi4iB2PiD6C71BaiMDAQAQGBoodg8zY68feLJSUl7Kzs7Fu3TpUrVoVrVq1QmJiIrZs2YK7d+9i+PDhLJNEZoKF0gJcvnwZ9vb2qFy5sthRyIy9LpTp6enIzMwUOQ1ZusTERPz6668oVaoUevfujZIlS+Kvv/7ChQsX0LlzZy60ITIz/BNrAaZOnYrffvtN7Bhk5v67MIcbQ5MxREVFYf78+Vi5ciWys7PRs2dPBAQEoFKlSmJHIyI9sFCauSNHjqBy5cr8y5/05unpqfk1CyUZ2qVLlzBnzhxs27YN+fLlw4gRIzB06FB4e3uLHY2IDICF0oyp1WrMnj0bO3bsEDsKWQBuHUSGplarcfDgQcjlchw/fhylSpXC/Pnz0adPH57kRWRh+A6lGduyZQu++uoruLm5iR2FLAALJRlKVlYWVq9eDT8/P7Ru3RppaWnYvn077t69i6FDh7JMElkgzlCaqaysLKxcuRIHDhwQOwpZiDcLZXx8vIhJyFwlJCRg6dKlCA4ORmxsLNq2bYulS5fis88+4/64RBaOhdJMLVmyBP369YO9vb3YUchCcIaScuvhw4eYP38+Vq1aBaVSiV69emHkyJGoWLGi2NGIKI+wUJqhpKQk7Nu3D4cOHRI7ClkQFkrS1cWLFxEUFIQdO3Ygf/78CAgIwA8//IBChQqJHY2I8hgLpRmaPXs2xowZA6mUr8CS4bBQUk6o1Wrs378fcrkcJ06cQJkyZbBw4UL06tWL70YSWTE2EjMTExOD69ev48svvxQ7ClkYFkr6kMzMTKxcuRJVqlRBmzZtkJmZiR07duDOnTsYMmQIyySRleMMpZmZOnUqJk2aJHYMskAFChTQ/JqFkl578eIFli5dioULF+L58+do164dVq5cifr163OhDRFpsFCakVu3biEjIwO1atUSOwpZIBsbG7i5uSEpKYmFkvDgwQPMmzcPq1evhlqtRq9evRAQEIDy5cuLHY2ITBALpRkJDAzEL7/8InYMsmAeHh4slFbu/PnzkMvl2LlzJ9zd3TFmzBgMGTIEBQsWFDsaEZkwvkNpJs6cOYPChQujVKlSYkchC/b6PcqEhASoVCqR01BeUavVCA0NRaNGjVC3bl1cuXIFv/32G6KjoxEYGMgySUQfxRlKMyAIAmbMmIF169aJHYUs3OtCKQgCEhMTtRbqkOXJyMhASEgI5s6dizt37qB+/fr4/fff0aZNG8hkMrHjEZEZYaE0A3/88QcaNGgALy8vsaOQhfvvSm8WSssUHx+PJUuWYOHChYiPj0f79u2xevVq1K9fX+xoRGSmWChNnFKpxMKFCxEaGip2FLIC3DrIst27dw/z5s3DmjVrAAB9+vTByJEjUbZsWZGTEZG5Y6E0cWvWrEHnzp25xxvlCRZKy/TPP/8gKCgIv//+Ozw9PTF27FgMGTIEnp6eYkcjIgvBQmnC0tLSsGXLFh6xSHmGhdJyqFQq7NmzB3K5HGfOnEH58uWxdOlS+Pv7w9HRUex4RGRhuMrbhM2fPx/Dhg2DjQ17P+UNFkrzl5GRgaVLl6JSpUpo3749JBIJdu/ejVu3bmHgwIEsk0RkFGwqJio+Ph6nT5/G+PHjxY5CVoSF0nzFxcVh8eLFWLRoEV6+fIlvv/0W69evx6effip2NCKyAiyUJmr69On4+eefebQZ5SkWSvNz9+5dzJ07F2vXroVEIkHfvn0xcuRIlClTRuxoRGRFWChN0IMHD/DkyRM0aNBA7ChkZVgozcfff/8NuVyO3bt3w8vLCxMmTMDgwYO51RMRiYKF0gQFBgYiMDBQ7BhkhVgoTZtKpcIff/wBuVyOs2fPokKFCli+fDl69OgBBwcHseMRkRXjohwTc/nyZTg6OqJy5cpiRyEr5OzsDDs7OwAslKYkPT0dS5YsQcWKFdGhQwfY2toiNDQUN2/eRP/+/VkmiUh0nKE0MVOmTMHixYvFjkFWSiKRwMPDA0+fPmWhNAHPnz/Hb7/9ht9++w0JCQno2LEjNm7ciDp16ogdjYhICwulCTl8+DCqVKkCHx8fsaOQFfP09GShFNmdO3cwd+5crFu3DjKZDP3798ePP/6IUqVKiR2NiOidWChNhFqtRlBQEHbs2CF2FLJyr9+jzMzMRHp6OpycnEROZB0EQcDp06chl8sRGhqKQoUKYdKkSfj+++9RoEABseMREX0QC6WJ2Lx5M1q3bg03Nzexo5CV++/CHBZK41KpVPj9998hl8tx7tw5VKpUCatWrUL37t1hb28vdjwiohxhoTQBWVlZWLVqFQ4cOCB2FKK3CmWxYsVETGO50tLSsGbNGsybNw8PHjxAkyZNsG/fPrRs2RJSKddLEpF5YaE0AUuWLEG/fv04G0Em4c1CGR8fL2ISy/Ts2TMsWrQIixcvRlJSEjp16oStW7eidu3aYkcjIso1FkqRJSUlYf/+/Th48KDYUYgAcC9KY7l16xbmzp2LkJAQ2NjYYMCAARgxYgRKliwpdjQiIr2xUIrs119/xZgxY/iIi0wGC6XhCIKAU6dOISgoCHv37kXhwoURGBiIQYMGwd3dXex4REQGwxYjopiYGNy4cQNffPGF2FGINFgo9adUKrFt2zbUrVsXjRs3xsOHD7FmzRo8fPgQY8eOZZkkIovDGUoRTZ06FZMnTxY7BpEWFsrcS01NxerVqzFv3jxERkaiWbNm2L9/P1q2bAmJRCJ2PCIio2GhFMnNmzeRkZGBmjVrih2FSAsLpe6ePn2KRYsWYcmSJUhOTkbnzp2xc+dO/vkmIqvBQimSwMBA/Prrr2LHIHoLC2XO3bx5E3PmzMGGDRtgZ2eHAQMG4Mcff0Tx4sXFjkZElKdYKEVw5swZFClShMeokUlyd3eHRCKBIAgslO8gCAJOnDgBuVyOffv2oUiRIpg2bRoGDhyI/Pnzix2PiEgULJR5TBAETJ8+HSEhIWJHIXonmUyG/PnzIyEhgYXyDUqlEjt27IBcLselS5fg5+eHdevWoUuXLrCzsxM7HhGRqFgo89gff/yBzz77DJ6enmJHIXovDw8PFsr/l5KSglWrVmH+/PmIiorC559/jkOHDuGLL77gQhsiov/HQpmHlEolFi5ciNDQULGjEH2Qh4cH7t27h8TERCiVStjYWN+PiidPnmDhwoVYunQpUlNT0aVLF+zevRvVq1cXOxoRkcmxvr8lRLR69Wp06dIFzs7OYkch+qA3F+YkJCTAy8tLxDR56/r165gzZw42btwIBwcHDBo0CMOHD+eZ5kREH8BCmUfS0tKwdetWHDp0SOwoRB/135Xell4oBUHA8ePHERQUhIMHD8LHxwczZ87EgAED4ObmJnY8IiKTx0KZR+bPn49hw4ZZ5aNDMj/WsnWQQqHA9u3bIZfLceXKFVSrVg0hISH47rvvuNCGiEgHPHoxD8TFxeHMmTNo166d2FGIcsTSC2VKSgrmzp2LMmXKoHv37vDy8sLhw4dx5coV9OjRg2WSiEhHnC7LA9OnT8eECRO4IpTMhqUWypiYGAQHB2PZsmVIS0tDt27dMGrUKFStWlXsaEREZo2F0sgePHiAp0+fokGDBmJHIcoxSyuU165dw5w5c7Bp0yY4OTlpFtoULVpU7GhERBaBhdLIAgMDMWXKFLFjEOnEEgqlIAg4evQo5HI5Dh06hGLFiuHXX39F//79kS9fPrHjERFZFBZKI7p06RIcHR1RqVIlsaMQ6cScC6VCocDWrVshl8sRFhaG6tWrY+PGjejUqRNsbW3FjkdEZJFYKI1o6tSpWLJkidgxiHRmjoUyOTkZK1aswPz58/H48WO0bNkSc+bMQbNmzfj+MhGRkbFQGsnhw4fh6+uLIkWKiB2FSGfmVCgfPXqE4OBgLF++HBkZGejevTtGjRoFX19fsaMREVkNFkojUKvVCAoKwo4dO8SOQpQrTk5OcHR0REZGhskWyqtXr2LOnDnYsmULnJ2dMWTIEAwbNoz/iCMiEgELpRFs3rwZrVu35gkbZNY8PDzw+PFjkyqUgiDgyJEjCAoKwp9//onixYsjKCgI/fr1g6urq9jxiIisFgulgWVlZWHVqlU4cOCA2FGI9PJmoRQEQdT3ELOzs7FlyxbI5XKEh4ejZs2a2Lx5Mzp27MjTp4iITAB/EhvY4sWL0b9/f9jb24sdhShXFCo1bsemwLZiExTw/gwyF3d0X3EWTg52KOhqD18fN/j5uKGitytsZcY9bCsxMRHLly/HggUL8OTJE3z11VdYsGABmjRpwoU2REQmRCIIgiB2CEuRmJiITp064dChQ5BKeaolmZfHCenYdD4aG89FIylDAQgCBLUKkMo05c1GKoFS/epHhpujLbrXLY5udYqjqLuTQbNER0djwYIFWLFiBbKystCjRw8EBASgSpUqBr0PEREZBgulAY0fPx5NmzbFF198IXYUohxLzlRg5r5b2HrxESQSQK3DTwSpBBAAdK5VDBNaV4Krg377PF65cgVyuRxbt26Fq6srBg8ejGHDhqFw4cJ6XZeIiIyLhdJAYmJi8MMPP2D37t1iRyHKsZMRcRi1PQwv0rJ0KpL/JZUAni72kHeshkblvXT6rCAIOHToEIKCgnDs2DGULFkSI0eORN++feHi4pL7UERElGf4XNZApkyZgsmTJ4sdgyjH1v0diZ5rzutdJoFXs5rxqVnoueY81p+NzNFnsrKysHbtWlStWhWtWrVCcnIytm7dirt372L48OEsk0REZoSLcgzg5s2byMzMRI0aNcSOQpQj689GYvKeGwB0e8T9Ia+vMyn01XV71iv5zu9LTEzE0qVLERwcjKdPn+Lrr7/GokWL0KhRIy60ISIyU3zkbQDfffcdfv31V5QqVUrsKEQfdTIiDj3XnDf6fdb3qaP1+DsqKgrz58/HypUrkZ2djZ49eyIgIIBn3RMRWQA+8tbT6dOn4ePjwzJJZiE5U4FR28MgNfJEoFQCjN4RhpRMBS5duoSuXbuiTJkyWL9+PX788UdERUVhxYoVLJNERBaCM5R6EAQBX331FUJCQuDp6Sl2HKKPGrvzGrZdemSwx9wfIgHg8vwarq8ej1KlSiEgIAB9+vSBs7Oz8W9ORER5iu9Q6mH37t1o2LAhyySZhUcJ6dh68RFy0iWz46KQdHoTsmPvQZWWCImtPWw9iiFf3W/hVK5uju4nAEjx8sOyDTvQr8s3kMlkeuUnIiLTxUKZS0qlEosWLcKePXvEjkKUI5vPR0MiAXLyTEKV/Bzq7Aw4+zWHzKUABEUW0u/8jbid01Cg5VC4Vm+Zo3vKpBIkeVZhmSQisnB85J1Ly5cvh0QiwYABA8SOQvRRCpUatWf8+eoEnFwS1Co8XfsjBKUCPgOX5vhzbo62uDjhc6Mf00hEROLhT/hcSEtLw9atW9GnTx+xoxDlyO3YFL3KJABIpDLYuHpCnZWq0+eSMhS4E5ui172JiMi0sVDmwrx58zB8+HDY2PCNATIP4TFJufqcOjsTqvQkKBKeIvn8bmQ8uASHEtXy7P5ERGQe2Ih0FBcXh7///hsTJkwQOwrRRwmCgMTERJwMfwipjud0A0DCsZVIvXrw1RcSKZzK10OBLwfrdA0bqQThMUnoqtutiYjIjLBQ6mj69On4+eefeaIHiS49PR1PnjzBkydPEBMT89avX///mZmZ8OrwMxzL1tX5f7f5PmkHp4qfQZXyAum3T0MQ1IBKt0fnSrWAuNQsnT5DRETmhYVSBw8ePEBsbCzq168vdhSyYEqlErGxsR8tiomJiTm+pkRmm6t/BNl6FIOtRzEAgItfczzbMhHPd0yFd8+5Ol0vS6HS+d5ERGQ+WCh1MHnyZAQGBoodg8yUIAh48eLFR4vis2fPYOjNFwSVAoIg6D2z7lSxAV4eXATlyxjYehTN8efsbbltEBGRJWOhzKFLly7BycmJR8XRO6Wmpn60KD558gTZ2dmi5FOlJgBqFSDT74+8oHj16FqdlZbjz9hIJfBysdfrvkREZNpYKHNAEARMnToVS5YsETsK5bHs7GzExsZ+tCgmJyeLHfWdChQoAB8fHzh52CNWmvNZQlVaImTO+bXGBJUSadePQWJjD1vP4jm+llItwM/HLcffT0RE5scqC6VCpcbt2BSExyThekwSnqdkIVupgp2NDAVd7eHr4wY/HzdU9HaFrUyKw4cPw8/PD0WKFBE7OhmIWq1GfHz8O8vhm79+/vy52FHfycnJCT4+PihSpIjm/3/z1z4+PihcuDAcHBwAvNq2p82i0zm+/ouDiyBkp8O+mC9krh5QpSYg7eZfUL54DPdm/SC1c9QpLwslEZFls6pC+TghHZvOR2PjuWjNJs82UgmUb+ylYiOVYNP5aACvTvjoVqcYDixchj82rRElM+lGEASkpKR8sCjGxMTg6dOnUCqVYsd9i42NDQoXLvzBolikSBHky5dPp/chK3q7ws3RNsebmztXaojUa0eQcmU/1BkpkNo5ws67LNyb9MnxWd6vuTnaooK3q06fISIi82IVRy8mZyowc98tbL34CBId9+KTQIAAoEvt4pjQuhJcHWyNlpM+LCsrK0fb5KSl5fz9vrzk5eX10aLo5eUFqdQ45w3MPnQbS0/c13kvSn3IJMD3jctgTIuKeXdTIiLKcxZfKE9GxGHU9jC8SMvS6y9SqQTwdLGHvGM1NCrvZbiABJVKhefPn3+0KL548ULsqO/k6ur60aLo7e0Ne3txF6Y8TkhHw9nHkZd/4CUS4NSYpijq7pSHdyUiorxm0YVy3d+RmLznRq5OCHmX19eZ2rYKetYrqf8FLdzrU1o+VhRjY2OhUpnePoW2trbvLIf//bWrq/k8zh278xq2XXqUJ7OUUgnwXe1i+OXbqsa/GRERicpiC+X6s5GYFHrDaNe39lKZkZGRo21yMjIyxI76FolEgoIFC350UYuHh4fFnYiUkqlA87knEJ+q34z9x7ye0T8a0JiviRARWQGLLJQnI+LQc815o99nfZ86Fvf4W6lU4tmzZx8tigkJCWJHfSc3N7ePFsVChQrB1tZ6Sw7/fBARkaFZXKFMzlSg+ZwTer8z+THmNgMjCAJevnz50dXPxjilxRDs7e1ztE2Os7Oz2FHNgrFn8Ke1rQJ/K57BJyKyNha3bdDMfbeMXiaBV+9SxqdmYcb+W6K/I5aWlvbRoijmKS0fIpVK4e3t/dFFLe7u7hb3+FlMr1/XmBRq+HeMWSaJiKyPRc1QPkpIRyMdVrFmxd5D0ulNyHp8E4JSAZv8heBSvSXy1W6b43sacxWrQqHA06dPP1oUTfmUlo8tailUqBBkMp7zLJaTEXEYvSNM73cquQsCEZF1s6gZys3noyGRADmpyBkPL+P5jqmwK1QGbvW7QGLnAGViLFQp8TrdU/r/99Vln73Xp7R8rCia6iktjo6O8PHx+ejq59entJDpalTeC38GNH61T+ulR5ACUOlQLGUSQA3gu1rFuE8rEZEVs5gZSoVKjdoz/szRSSDqrHTELB8Ie59K8Go/DhKJfhtJuzna4uKEz2ErkyI5OfmjRfHp06dQKHJ2YklekslkKFy48EffVdT1lBYyD48T0rH5fDQ2fOQkqddfuznaokfd4uhapzj3mSQisnIWM0N5OzYlx8fKpd38C+q0RLg36gmJRAp1diYktna5LpZJGQpUrv85Ym9eQGpqaq6uYWyenp4fLYrGPKWFTF9RdyeMaVERP35eHnf+/6z78JgkxKVmIUuhgr2tDF4u9vD7/7PuK/z/WfdEREQWUyjDY5Jy/L2ZkVchsXeCMvUFnu+aDuXLGEhsHeDs2xQFmg+AxMZOp3sLgoDYLDtRyqSLi8tHi6IpnNJC5sNWJoWvjxt8fdzQVewwRERkFiymUF6PSXrr8dz7KF4+AdQqxO2cBpeqX8KhcS9kRocj5dIeqDPT4NXuf7rdXK2CnXdZIOxQLtO/7fUpLR9b/WxOp7QQERGRZbKYQvk8JStHZRIABEUmBEUWXGq0QoEvBgEAnCrUh6BSIPXqQSgadodtAZ+c31wqg8w5f46+9fUpLR8rih4eHnz8TERERGbBYgpltjLnZ0G/fqTtXKmx1rhz5SZIvXoQWTG3dSqUEokEEhs7uLm5fXSbHG9vb6s+pYWIiIgsj8UUSjubnO9lKHPxgCI++q1ZRZmzGwBAnan7u5CtW36J1Vsn6fw5IiIiInNnMc9UC7raw0aas61s7LzLAACUKS+0xpUpLwEAMic3ne5tI5XAOz+P/CMiIiLrZDGF0tfHLcfvUDpXbAgASL12WGs89dphQCqDfXE/ne6tVAvw89GthBIRERFZCot55K1LobPzLgPnql8g7doRxKnVcCjui8zocKTfPo189TrBxtXDqPcnIiIisiQWUygrervCzdE2x5ube7T4ATb5vJB67U+kR5yFjZsX3JsPQL5P2ul8bzdHW1Tw5vY9REREZJ0s5uhFAJh96DaWnriPHD75NgiZBPi+cRmdzvImIiIisiQW8w4lAHSrUxx5XY/VALrWKZ63NyUiIiIyIRZVKIu6O6Fz7WLI4WJvvUklQOfaxVDU3SlvbkhERERkgiyqUALAhNaV4Olib/RSKZUAni72mPBVJePeiIiIiMjEWVyhdHWwhbxjNaO/R6kWAHnHanB14Kk3REREZN0srlACQKPyXpjatopR7zGtbRU0Ku9l1HsQERERmQOLLJQA0LNeSU2pNNTj79fXmda2CvzrlTTMRYmIiIjMnEVtG/QuJyPiMHpHGOJTs/R6DP76nUl5x2qcmSQiIiJ6g8UXSgBIzlRg5r5b2HrpEaQAVDr8J5ZJXm0N1LlWMUxoXYnvTBIRERH9h1UUytceJ6Rj8/lobDgXrTlRx0Yq0ToD/M2v3Rxt0aNucXStU5xbAxERERG9h1UVytcUKjXuxKYgPCYJ4TFJiEvNQpZCBXtbGbxc7OHn4wY/HzdU8HaFrcxiXzMlIiIiMgirLJREREREZDicfiMiIiIivbBQEhEREZFeWCiJiIiISC8slERERESkFxZKIiIiItILCyURERER6YWFkoiIiIj0wkJJRERERHphoSQiIiIivbBQEhEREZFeWCiJiIiISC8slERERESkFxZKIiIiItILCyURERER6YWFkoiIiIj0wkJJRERERHphoSQiIiIivbBQEhEREZFeWCiJiIiISC8slERERESkFxZKIiIiItILCyURERER6YWFkoiIiIj0wkJJRERERHphoSQiIiIivbBQEhEREZFeWCiJiIiISC8slERERESkFxZKIiIiItILCyURERER6YWFkoiIiIj0wkJJRERERHphoSQiIiIivbBQEhEREZFe/g9SN7hWwWVwHQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建一个无向加权网络\n",
    "WG = nx.Graph()\n",
    "WG.add_nodes_from([1,2,3,4,5,6])\n",
    "WG.add_weighted_edges_from([(1,2,3),(1,3,1),(2,4,4),(2,5,1.5),(3,5,2),(3,6,3.5),(4,5,2.5),(4,6,0.5)])\n",
    "w = [WG[e[0]][e[1]]['weight'] for e in WG.edges()]\n",
    "nx.draw(WG,node_size=500,width=w,with_labels=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "908f5db1-6704-4c6d-b600-c1e33e59bca9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DegreeView({1: 4, 2: 8.5, 3: 6.5, 4: 7.0, 5: 6.0, 6: 4.0})"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取网络节点的加权度（即点权）\n",
    "nx.degree(WG, weight='weight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "03f6b7e1-66ae-4943-a4bf-15bdd2974601",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "1\n",
      "4\n",
      "1.5\n",
      "2\n",
      "3.5\n",
      "2.5\n",
      "0.5\n"
     ]
    }
   ],
   "source": [
    "# 获取每条边的权重\n",
    "for e in WG.edges():\n",
    "    print(WG[e[0]][e[1]]['weight'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "de37e82a-e8fa-49d0-97aa-9143cee7ec02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: 0,\n",
       " 2: 0.3333333333333333,\n",
       " 3: 0,\n",
       " 4: 0.3333333333333333,\n",
       " 5: 0.3333333333333333,\n",
       " 6: 0}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 无权集聚系数\n",
    "nx.clustering(WG)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83c95281-1f5a-44de-9562-b8070d3ef994",
   "metadata": {},
   "source": [
    "### 加权集聚系数\n",
    "## $C_{o, i}^\\omega=\\frac{1}{k_i\\left(k_i-1\\right)} \\sum_{j, k}\\left(w_{i j}^{\\prime} w_{j k}^{\\prime} w_{k i}^{\\prime}\\right)^{\\frac{1}{3}}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "243406f6-8b47-41d9-9768-c282c4b6f98b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: 0,\n",
       " 2: 0.20551767286087252,\n",
       " 3: 0,\n",
       " 4: 0.20551767286087252,\n",
       " 5: 0.20551767286087252,\n",
       " 6: 0}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.clustering(WG, weight='weight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb1682fa-16c4-419d-9f78-86313e72ae8b",
   "metadata": {},
   "source": [
    "## 几种常用的中心性指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e868124c-5797-483e-844f-65538864596a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 分别生成ER和BA无标度网络，节点数设定为N=100\n",
    "GER = nx.erdos_renyi_graph(100,0.08)\n",
    "GBA = nx.barabasi_albert_graph(100,4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "43f0fcf5-e90e-469a-9d06-12f9dee16b83",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 度中心性\n",
    "dc1 = nx.degree_centrality(GER) \n",
    "dc2 = nx.degree_centrality(GBA) \n",
    "# 介数中心性\n",
    "bc1 = nx.betweenness_centrality(GER)\n",
    "bc2 = nx.betweenness_centrality(GBA)\n",
    "# 接近度中心性\n",
    "cc1 = nx.closeness_centrality(GER)\n",
    "cc2 = nx.closeness_centrality(GBA)\n",
    "# 特征向量中心性\n",
    "ec1 = nx.eigenvector_centrality(GER)\n",
    "ec2 = nx.eigenvector_centrality(GBA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a3f3ed57-a736-4cac-88f3-6b3fdcfe05a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'eigenvector_centrality')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘图比较\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(221)\n",
    "plt.plot(dc1.keys(), dc1.values(), 'ro', label='ER')\n",
    "plt.plot(dc2.keys(), dc2.values(), 'b--', label='BA')\n",
    "plt.legend(loc=0)\n",
    "plt.xlabel(\"node label\")\n",
    "plt.ylabel(\"dc\")\n",
    "plt.title(\"degree_centrality\")\n",
    "\n",
    "plt.subplot(222)\n",
    "plt.plot(bc1.keys(), bc1.values(), 'ro', label='ER')\n",
    "plt.plot(bc2.keys(), bc2.values(), 'b--', label='BA')\n",
    "plt.legend(loc=0)\n",
    "plt.xlabel(\"node label\")\n",
    "plt.ylabel(\"bc\")\n",
    "plt.title(\"betweenness_centrality\")\n",
    "\n",
    "plt.subplot(223)\n",
    "plt.plot(cc1.keys(), cc1.values(), 'ro', label='ER')\n",
    "plt.plot(cc2.keys(), cc2.values(), 'b--', label='BA')\n",
    "plt.legend(loc=0)\n",
    "plt.xlabel(\"node label\")\n",
    "plt.ylabel(\"cc\")\n",
    "plt.title(\"closeness_centrality\")\n",
    "\n",
    "plt.subplot(224)\n",
    "plt.plot(ec1.keys(), ec1.values(), 'ro', label='ER')\n",
    "plt.plot(ec2.keys(), ec2.values(), 'b--', label='BA')\n",
    "plt.legend(loc=0)\n",
    "plt.xlabel(\"node label\")\n",
    "plt.ylabel(\"ec\")\n",
    "plt.title(\"eigenvector_centrality\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "342ceaa0",
   "metadata": {},
   "source": [
    "## 度-度相关性"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b56702d3",
   "metadata": {},
   "source": [
    "### 1. 基于最近邻平均度值的度-度相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5a13d41a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载三个真实数据集\n",
    "# 1. 科学合作网络\n",
    "df1 = pd.read_excel(\"citation.xlsx\")\n",
    "G1 = nx.from_pandas_edgelist(df1, 'source', 'target', create_using = nx.Graph())\n",
    "# 2. 电网\n",
    "df2 = pd.read_excel(\"power.xlsx\")\n",
    "G2 = nx.from_pandas_edgelist(df2, 'source', 'target', create_using = nx.Graph())\n",
    "# 3. 代谢网络\n",
    "df3 = pd.read_excel(\"celegans_metabolic.xlsx\")\n",
    "G3 = nx.from_pandas_edgelist(df3, 'source', 'target', create_using = nx.Graph())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2bd9f648",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义求最近邻平均度的函数\n",
    "def average_nearest_neighbor_degree(G):\n",
    "    k = set([G.degree(i) for i in G.nodes()])  # 获取所有可能的度值\n",
    "    sorted_k = sorted(k)\n",
    "    knni = nx.average_neighbor_degree(G)\n",
    "    \n",
    "    k_nn_k = []\n",
    "    for ki in sorted_k:\n",
    "        if ki == 0:\n",
    "            k_nn_k.append(0.0)   \n",
    "        else:\n",
    "            c = 0\n",
    "            s = 0\n",
    "            for i in G.nodes():\n",
    "                if G.degree(i) == ki:  \n",
    "                    s += knni[i]\n",
    "                    c += 1\n",
    "            k_nn_k.append(s/c)     \n",
    "    \n",
    "    return sorted_k, k_nn_k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ce422a4a-0dbe-43b9-abfb-81302455c60d",
   "metadata": {},
   "outputs": [],
   "source": [
    "x1, y1 = average_nearest_neighbor_degree(G1)\n",
    "x2, y2 = average_nearest_neighbor_degree(G2)\n",
    "x3, y3 = average_nearest_neighbor_degree(G3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "155db57f",
   "metadata": {},
   "source": [
    "### 2. 基于Pearson相关系数的度-度相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7d6f25f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.13506886900042142\n",
      "0.0034569877442048825\n",
      "-0.219662309363656\n"
     ]
    }
   ],
   "source": [
    "r1 = nx.degree_assortativity_coefficient(G1)\n",
    "r2 = nx.degree_assortativity_coefficient(G2)\n",
    "r3 = nx.degree_assortativity_coefficient(G3)\n",
    "print(r1)\n",
    "print(r2)\n",
    "print(r3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d030b3dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.13506886900042697\n",
      "0.0034569877442049077\n",
      "-0.21966230936365552\n"
     ]
    }
   ],
   "source": [
    "r1 = nx.degree_pearson_correlation_coefficient(G1)\n",
    "r2 = nx.degree_pearson_correlation_coefficient(G2)\n",
    "r3 = nx.degree_pearson_correlation_coefficient(G3)\n",
    "print(r1)\n",
    "print(r2)\n",
    "print(r3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d01ef368",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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79uypo0ePKi8vL+Btt2nTRna7vc51u3btquLiYhmG4XGe/fLLLz3affLJJ/r888+1aNEiTZ482b28odPwYmJiNGbMGI0ZM0YOh0O//e1v9c9//lN//vOfvWZtBVvPnj0lOafT1fVZ+RqH/v3vf+vEiRN6/fXXPTK3vBWQl5yfbfXP+/PPP5ck93TErl27aseOHTXW/eyzz9yv+6tnz55yOBwqLi72GXxDw1FjCk2W1WrVuHHj9O9//1sffvhhjdd9ZRm1atWqRrqtdOYvClXX++CDD7Rx40aPdi1btpTkvH1tXS655BJJqnHXENdfv0ePHl3nNgAA5ikqKvJ4/vDDD0uSRo0aFdA5vnv37kpJSdEDDzygU6dO6Sc/+YkkZ8Bq586dWrp0qX784x+rWbMzf3O8/PLLVVJSoieeeKJGv3744QdVVlY2/A0CgAn8+T3+8ssv18aNG7VixYoar3/33Xc6ffq0123bbDb97Gc/0yuvvOI18HXo0CH3v/Pz81VSUqLXX3/dvez48eM1zrverhMMw9CDDz5Yxzv17ZtvvvF4brVa3ZlcJ06cqPd2A5GVlaWePXvq3nvv1dGjR2u8XvWzatWqlaSa10DePpuKigotXLjQ6z7379/vcWfyI0eO6JlnnlH//v3VuXNnSc5rqE2bNnlch1VWVurxxx9Xt27dApqWN27cOFmtVv3lL3+pkb3FrJTgIWMKTdqcOXP0zjvvaMiQIe5baZeWlmrJkiV67733vK6TlZWlxYsXq7CwUNnZ2WrdurXGjBmjn/70p1q2bJnGjx+v0aNHa9euXXrssceUkZHhcaJu0aKFMjIytHjxYp111llq3769fvSjH3md55yZmakpU6bo8ccf13fffachQ4Zo06ZNWrRokcaNG6dhw4aF7LMBADTcrl27NHbsWF188cXauHGjnnvuOU2aNEmZmZmSFNA5Pjc3Vy+99JLOOeccd72OAQMGqFWrVvr888896ktJ0q9+9Su9/PLL+s1vfqM1a9boJz/5iex2uz777DO9/PLLWrFihdeiwQAQCer6Pf73v/+9Xn/9df30pz/VVVddpaysLFVWVuqTTz7R0qVLtXv3biUmJnrd9t/+9jetWbNGgwYN0rXXXquMjAwdPnxYW7du1bvvvqvDhw9Lkq6//no98sgjuvLKKzV9+nR16dJFzz//vOLi4iSdyRI6++yz1bNnT918880qKSlRfHy8XnnllQbVgb3mmmt0+PBhDR8+XKmpqfr666/18MMPq3///h5ZuKFktVr15JNPatSoUerXr5+mTp2qlJQUlZSUaM2aNYqPj9e///1vSXJn9N522236+c9/rubNm2vMmDEaOXKkO/Pr+uuv19GjR/XEE0+oY8eOKi0trbHPs846S1dffbU2b96sTp06acGCBSorK/MIZN1yyy168cUXNWrUKE2bNk3t27fXokWLtGvXLr3yyis1ipjXplevXrrtttt01113KTc3VxMmTFBsbKw2b96s5ORkzZ07t4GfIiRVuQ8i0ER9/fXXxuTJk42kpCQjNjbW6NGjh1FQUGCcOHHCWLNmTY1bvR49etSYNGmS0bZtW0OS0bVrV8MwnLcLnTNnjtG1a1cjNjbWOO+884w33njDmDJliruNy/vvv29kZWUZMTExHrenrX57UsMwjFOnThl33nmn0b17d6N58+ZGWlqaceuttxrHjx/3aNe1a1dj9OjRNd7fkCFDjCFDhjT0YwIABMB1Pi8uLjYmTpxotGnTxmjXrp1x4403Gj/88IO7nb/neMMwjKKiIkOSccMNN3gsz8vLMyQZq1atqrHOyZMnjXvuucfo16+fERsba7Rr187Iysoy7rzzTqOiosLdTpJRUFAQxE8AAEKvtt/jDcMwvv/+e+PWW281evXqZcTExBiJiYnG+eefb9x7773GyZMn3dup+vu4S1lZmVFQUGCkpaUZzZs3Nzp37myMGDHCePzxxz3affXVV8bo0aONFi1aGElJScZNN91kvPLKK4Yk47///a+7XXFxsZGXl2e0bt3aSExMNK699lrj448/NiQZCxcudLebMmWK0apVqxrvtfp1wtKlS42RI0caHTt2NGJiYoz09HTj+uuvN0pLSwP6DL2d/3ft2mVIMubNm+ex3HVttGTJEo/lH330kTFhwgSjQ4cORmxsrNG1a1fj8ssvrzEu3XXXXUZKSophtVoNScauXbsMwzCM119/3Tj33HONuLg4o1u3bsY999xjLFiwwKONYZy53lmxYoVx7rnnGrGxscbZZ59doz+GYRg7d+40Jk6caLRt29aIi4szcnJyjDfeeMPr+6z6+Xu7HjMMw1iwYIFx3nnnucfSIUOGGCtXrvT5uSIwFsMg/wwAACCY7rjjDt155506dOiQz7/IAwCi0/z58zVz5kzt27dPKSkpZncHCHvUmAIAAAAAoB5++OEHj+fHjx/XP//5T/Xu3ZugFOCnqKoxtXfvXv3qV7/SwYMH1axZM/35z3/WZZddZna3AAARZvz48Vq7dq1GjBihpUuXmt0dAECE4bqk6ZgwYYLS09PVv39/VVRU6LnnntNnn32m559/3tR+HThwoNbXW7RooYSEhEbqDVC7qApMNWvWTPPnz1f//v114MABZWVl6ZJLLnHfAQAAAH9Mnz5dv/71r7Vo0SKzuwIAiEBclzQd+fn5evLJJ/X888/LbrcrIyNDL730kq644gpT+9WlS5daX58yZYqefvrpxukMUIeorjGVmZmpN954Q2lpaWZ3BQAQYdauXatHHnmEjCkAQINxXYLG9u6779b6enJysjIyMhqpN0DtwqrG1Lp16zRmzBglJyfLYrHotddeq9GmqKhI3bp1U1xcnAYNGqRNmzZ53daWLVtkt9s5+QNAExPMsQQA0DRxXYJIl5eXV+uDoBTCSVgFpiorK5WZmamioiKvry9evFiFhYWaPXu2tm7dqszMTOXn5+vgwYMe7Q4fPqzJkyfr8ccfb4xuAwDCSLDGEgBA08V1CQA0nrCdymexWPTqq69q3Lhx7mWDBg1Sdna2HnnkEUmSw+FQWlqafve73+mWW26RJJ04cUIXXXSRrr32Wv3qV7+qdR8nTpzQiRMn3M8dDocOHz6sDh06yGKxBP9NAUCIGYah77//XsnJybJaw+pvD6ao71gi+T+Vj7EEQLRhLPHEdQkABC6QsSRiip+fPHlSW7Zs0a233upeZrValZeXp40bN0pyvvGrrrpKw4cPr/PkL0lz587VnXfeGbI+A4BZ9u7dq9TUVLO7EXb8GUsCxVgCIFoxlnjHdQkA+M+fsSRiAlPl5eWy2+3q1KmTx/JOnTrps88+kyRt2LBBixcv1rnnnuueB/7ss8/qnHPO8brNW2+9VYWFhe7nFRUVSk9P1969exUfHx+aNwIAIXTkyBGlpaWpTZs2ZnclLPkzlkjOugwff/yxKisrlZqaqiVLlmjw4MFet8lYAiDaMJbUjusSAKhbIGNJxASm/HHBBRfI4XD43T42NlaxsbE1lsfHxzMAAIhopP03TF13sqmKsQRAtGIsqT+uSwDAyZ+xJGImjScmJspms6msrMxjeVlZmTp37mxSrwAAkYSxBADQUIwlABBcEROYiomJUVZWllatWuVe5nA4tGrVKp/TKwAAqIqxBADQUIwlABBcYTWV7+jRo/ryyy/dz3ft2qVt27apffv2Sk9PV2FhoaZMmaKBAwcqJydH8+fPV2VlpaZOnWpirwEA4YSxBADQUIwlANB4wiow9eGHH2rYsGHu564CgFOmTNHTTz+tK664QocOHdLtt9+uAwcOqH///nr77bdrFB4EmjK73a5Tp06Z3Q2EUExMDLfvrgVjCdBwjCXRrXnz5rLZbGZ3I6wxlgD+czgcOnnypNndQCML5lhiMQzDCMqWIlhRUZGKiopkt9v1+eefq6KigiKDiDiGYejAgQP67rvvzO4KQsxqtap79+6KiYmp8dqRI0eUkJDAecxEHANEMsaSpqNt27bq3Lmz16K0nMfMw3UJIs3Jkye1a9eugIr9I3oEaywhMFUFgzAiWWlpqb777jt17NhRLVu25E46UcrhcGj//v1q3ry50tPTaxxnzmPm4xggkjGWRD/DMHTs2DEdPHhQbdu2VZcuXWq04TxmPo4BIoFhGNqzZ49OnTql5ORkMvqbkGCPJWE1lQ9A/djtdveFRIcOHczuDkIsKSlJ+/fv1+nTp9W8eXOzuwMgSjCWNB0tWrSQJB08eFAdO3ZkWh+Aejl9+rSOHTum5ORktWzZ0uzuoJEFcywhpAlEAVcdEAaEpsE1hc9ut5vcEwDRhLGkaXEdZ2qJAagv1++i3spLoGkI1lhCYAqIIky5aBo4zgBCiXNM08BxBhAsnE+armAdewJTAAAAAAAAMAWBKQAAAAAAAJiCwBSAM+x2ae1a6cUXnT+jqIbRkiVLdPbZZysuLk7nnHOO3nrrrVrbl5aWatKkSTrrrLNktVo1Y8aMGm2WLVumgQMHqm3btmrVqpX69++vZ5991qPNVVddJYvF4vG4+OKLPdrcfffdOv/889WyZUu1bdu2oW8VJikqKlJGRoays7PN7gpgij17pK1bfT/27DG7hw0X6FgiSWvXrtWAAQMUGxurXr166emnn67RpqioSN26dVNcXJwGDRqkTZs2ebx+/fXXq2fPnmrRooWSkpJ06aWX6rPPPvNoU32ssVgseumllxr0fgEglPZW7NXW0q0+H/uO7DO7iyFR1zm/uieeeEK5ublq166d2rVrp7y8vBrrLFu2TCNHjlSHDh1ksVi0bdu2GtvZuXOnxo8fr6SkJMXHx+vyyy9XWVmZ+/W1a9d6HUssFos2b94clPfuC4EpcTEBSJKWLZO6dZOGDZMmTXL+7NbNubyRnDx5MiTbff/993XllVfq6quv1kcffaRx48Zp3Lhx2r59u891Tpw4oaSkJP3pT39SZmam1zbt27fXbbfdpo0bN+r//b//p6lTp2rq1KlasWKFR7uLL75YpaWl7seLL77o8frJkyd12WWX6YYbbmj4m4VpCgoKVFxcHPKBGwhHe/ZIffpIWVm+H336NE5wKpzGkl27dmn06NEaNmyYtm3bphkzZuiaa67xGCcWL16swsJCzZ49W1u3blVmZqby8/N18OBBd5usrCwtXLhQn376qVasWCHDMDRy5MgaN8FYuHChx3gzbty4oH8OCC2uS9BUnDh9QtlPZCvr8Syfj+wnsnXi9ImQ9yVU44Y3/pzzq1u7dq2uvPJKrVmzRhs3blRaWppGjhypkpISd5vKykpdcMEFuueee7xuo7KyUiNHjpTFYtHq1au1YcMGnTx5UmPGjJHD4ZAknX/++R5jSGlpqa655hp1795dAwcODO4HUZ0Bt4qKCkOSUVFRYXZXgID88MMPRnFxsfHDDz/UbwOvvGIYFothSJ4Pi8X5eOWV4Hb4/wwZMsQoKCgwpk+fbnTo0MEYOnRoSPZz+eWXG6NHj/ZYNmjQIOP666/3a/0hQ4YY06dP96vteeedZ/zpT39yP58yZYpx6aWX+rXuwoULjYSEhDrb1Xa8OY+Zj2OASNWQsWTLlppDiLfHli3B73c4jyWzZs0y+vXr57HsiiuuMPLz893Pc3JyjIKCAvdzu91uJCcnG3PnzvW53Y8//tiQZHz55ZfuZZKMV1991d+3w1gS5jgGiAQNGTccDoeR/Xi2Yb3DaugO1XhY77Aa2Y9nGw6HI+j9bqxxw5v6nPOrO336tNGmTRtj0aJFNV7btWuXIcn46KOPPJavWLHCsFqtHueU7777zrBYLMbKlSu97ufkyZNGUlKS8Ze//MVnX4I1lpAxBTR1drs0fbrzmqE617IZM0I2rW/RokWKiYnRhg0b9Nhjj3lt8/zzz6t169a1PtavX+9zHxs3blReXp7Hsvz8fG3cuDFo78MwDK1atUo7duzQhRde6PHa2rVr1bFjR/Xp00c33HCDvvnmm6DtFwAQvmNJXeucPHlSW7Zs8WhjtVqVl5fnc7uVlZVauHChunfvrrS0NI/XCgoKlJiYqJycHC1YsECGt7EdAMKAxWLRXcPukkMOr6875NBdw+4K2R3/GmPcqK4+53xvjh07plOnTql9+/Z+r3PixAlZLBbFxsa6l8XFxclqteq9997zus7rr7+ub775RlOnTvV7P/XVLOR7ABDe1q+X9tUyf9swpL17ne2GDg367nv37q2///3vtbYZO3asBg0aVGublJQUn68dOHBAnTp18ljWqVMnHThwwP+O+lBRUaGUlBSdOHFCNptN//jHP3TRRRe5X7/44os1YcIEde/eXTt37tQf//hHjRo1Shs3bpTNZmvw/gEA4TuW+FrnyJEj+uGHH/Ttt9/Kbrd7bVO9htQ//vEPzZo1S5WVlerTp49WrlypmJgY9+t/+ctfNHz4cLVs2VLvvPOOfvvb3+ro0aOaNm1are8ZAMwysudIZSdna2vpVtmNM38Et1lsGtBlgEb2HBmyfTfGuFFdeXm53+f82vzhD39QcnJyjT981ObHP/6xWrVqpT/84Q+aM2eODMPQLbfcIrvdrtLSUq/rPPXUU8rPz1dqaqrf+6kvAlNAU+fjRFTvdgHKysqqs02bNm3Upk2bkOy/odq0aaNt27bp6NGjWrVqlQoLC9WjRw8N/b8g3s9//nN323POOUfnnnuuevbsqbVr12rEiBEm9RoAokukjyX++MUvfqGLLrpIpaWluvfee3X55Zdrw4YNiouLkyT9+c9/drc977zzVFlZqXnz5hGYAhC2XFlTFz/veWMgu2EPabaUFPpxY/369Ro1apT7+T//+U8NGzasXtuq6m9/+5teeuklrV271n3+90dSUpKWLFmiG264QQ899JCsVquuvPJKDRgwQFZrzYl0+/bt04oVK/Tyyy83uM/+YCof0NR16RLcdgFq1apVnW0amkbbuXNnjztOSFJZWZk6d+7c4P5brVb16tVL/fv310033aSJEydq7ty5Ptv36NFDiYmJ+vLLLxu8bwCAU7iOJb7WiY+PV4sWLZSYmCibzebXdhMSEtS7d29deOGFWrp0qT777DO9+uqrPvc9aNAg7du3TydOhL5wMADUlytrymZxziSwWWzKTs4OabaUFPpxY+DAgdq2bZv7MXbs2IDO+d7ce++9+tvf/qZ33nlH5557rn9vtIqRI0dq586dOnjwoMrLy/Xss8+qpKREPXr0qNF24cKF6tChg8aOHRvwfuqDjCmgqcvNlVJTpZIS73WmLBbn67m5jd+3/9PQNNrBgwdr1apVmjFjhnvZypUrNXjw4GB10c3hcNR6EbBv3z5988036hKiQB8AwDszxpLBgwfrrbfe8lhWdZ2YmBhlZWVp1apV7jvoORwOrVq1SjfeeKPP7RqGIcMwah1vtm3bpnbt2nnUEwGAcFM9a6oxsqX81ZBxo0WLFurVq1eN5fU550vS3//+d919991asWJFg++Ql5iYKElavXq1Dh48WCP4ZBiGFi5cqMmTJ6t58+YN2pe/CEwBTZ3NJj34oDRxojMIVTU45RoQ5s93tjNJQ6dfTJ8+XUOGDNF9992n0aNH66WXXtKHH36oxx9/3N3m1ltvVUlJiZ555hn3sm3btkmSjh49qkOHDmnbtm2KiYlRRkaGJGnu3LkaOHCgevbsqRMnTuitt97Ss88+q0cffdS93p133qmf/exn6ty5s3bu3KlZs2apV69eys/Pd+9nz549Onz4sPbs2SO73e7eb69evdS6det6v28AwBlmjCW/+c1v9Mgjj2jWrFn69a9/rdWrV+vll1/Wm2++6V6nsLBQU6ZM0cCBA5WTk6P58+ersrLSXWz2q6++0uLFizVy5EglJSVp3759+tvf/qYWLVrokksukST9+9//VllZmX784x8rLi5OK1eu1Jw5c3TzzTfX+/0C4WJvxV4dOnbI5+sdW3VUanzoa+AgdFxZU5v3b26UbCl/hWIKeF3nfEmaPHmyUlJS3LMw7rnnHt1+++164YUX1K1bN3dtQ1fWliT3tcT+/fslSTt27JDkzNx1ZWMtXLhQffv2VVJSkjZu3Kjp06dr5syZ6tOnj0cfV69erV27dumaa64J6nuvVZ337WsCHnnkEaNv377GWWedxW1ZEZEacqtWt1deMYzUVM/7eqelOZeHyJAhQ4zp06eHbPtVvfzyy8ZZZ51lxMTEGP369TPefPNNj9enTJliDBkyxGOZpBqPrl27ul+/7bbbjF69ehlxcXFGu3btjMGDBxsvvfSS+/Vjx44ZI0eONJKSkozmzZsbXbt2Na699lrjwIEDNfbtbV9r1qzx+l64xXd44xggUjVkLPn6a8OIi/McQqo/4uKc7YIt3MeSNWvWGP379zdiYmKMHj16GAsXLqyx3YcffthIT083YmJijJycHOO///2v+7WSkhJj1KhRRseOHY3mzZsbqampxqRJk4zPPvvM3Wb58uVG//79jdatWxutWrUyMjMzjccee8yw2+0+3wtjSXjiusTT8VPHjU7zOhm6Qz4fne/tbBw/ddzsrjZJQbkG+T8rd640+j7S11i5c2UQela7xhw3vKntnG8Yzv5NmTLF/bxr165erxVmz57tbrNw4cI62/zhD38wOnXqZDRv3tzo3bu3cd999xkOh6NG/6688krj/PPP9+u9BGsssRgG95F1OXLkiBISElRRUaH4+HizuwP47fjx49q1a5e6d+8eUBG8Gux25933SkudNaVyc03NlIJ3tR1vzmPm4xggUjV0LNmzRyov9/16YqKUnt6ADiKoGEvCG8fAyTAMDXpykLbs3yKHHDVet8qqrOQsfXDNB2Ex9aupCdo1CCJWsMYSpvIBOMNmk/7vbnIAAAQiPZ3AE4Dg8nXXNheHHGFTjwhA/XFXPgAAAABAWKp+1zaXxrp7G4DQIzAFAAAAAAhLrqwpu2H3WB5Od28D0DBM5QMAAAAAhC1X1tTW0q2yG3bZLDYN6DIgaNlS3PkPMBeBKQAAgqCoqEhFRUWy2+11NwYAAH6rXmsqmNlSJ06fUPYT2SqrLPPZpnPrzto9fbdim8U2eH8AamIqHxBFHI6adytB9OFmquGpoKBAxcXF2rx5s9ldARqEsaRp4Dgj0riypiQFtbZUjC1G6Qnpsvq4NLbKqrT4NMXYYoKyv2jE76ZNV7DGEjKmgCgQExMjq9Wq/fv3KykpSTExMcy3j1KGYejQoUOyWCxq3ry52d0BEEUYS5oGwzB08uRJHTp0SFarVTExXGwjMlgsFs0ZMUfTlk/TnBFzgnZ+4s5/9de8eXNZLBYdOnRISUlJfEZNSLDHEgJTQBSwWq3q3r27SktLtX//frO7gxCzWCxKTU2VzWaruzEA+ImxpGlp2bKl0tPTZbUygQKRI69HnooLioO+3eo1rFyCXcsq2thsNqWmpmrfvn3avXu32d2BCYI1lhCYEnVBEB1iYmKUnp6u06dP8385yjVv3pygFICQYCxpGmw2m5o1a0Z2QxjiusQcvrKmuPNf3Vq3bq3evXvr1KlTZncFjSyYY4nFYEKo25EjR5SQkKCKigrFx8eb3R0ACBjnMfNxDABEOs5j5uMYND7DMDToyUE17vz3wTUfEJgC6iGQ8xi5uwAAAACAJs2VNeWayke2FNB4mMoHAAAAAGjyXLWmNu/fXK87/+2t2KtDxw75fL1jq45KjU8NynYMwwjKvoBwQGAKAAAAANDkNeTOfydOn1D2E9kqqyzz2aZz687aPX23YpvFNmg77ePaS5IOHz/coH0B4YLAFAAAAAAAqv+d/2JsMUpPSNehykNyyFHjdausSotPU4wtpkHbkWoPSAWyLyBcUGMKAAAAAIAGcNWo8hVMcsihyZmT9dGBj7S1dKvHY9+RfX5vxx8OOaiPhYhCxhQAAAAAAA3kqlHlurNfdb9b/juv61WfdlfXdmrjuptgoPWxpODVyAICRWAKAAAAAIAGcmU7Xfz8xTVfk0WGjBrLvU27q207VotVDsN3NpU/dxP0FoA6aT+p0S+M1uEfqFuFxkdgCgAAAACAIKie7WSz2NSzXU99fvhzr+2rTvGrKrFlojI7ZWr7we11bscVrPInW8qf4ureWGRR+7j22n5wuzq17kTmFIKKwBQAAAAAAHXwd6pb1Wwnu2HXgxc/qNvX3h7wFL92ce3c7b1tp3qwyle2VNV+G4ahDi076GDlQa8ZXL4YMlRcXqyBTwysM3OKKYEIFIEpANHLbpfWr5dKS6UuXaTcXMlmM7tXAAAAiDD+ZBq5AjaurKnN+zcrOzlb+b3yZbFYAp7i17NdT8kifbj/Q6/bqRqscu2rerZUfTOkfKnrjn+BfE5MCYQLd+WTVFRUpIyMDGVnZ5vdFQDBsmyZ1K2bNGyYNGmS82e3bs7lAAAAYYjrkvAVY4tRekK6rD4uoasGbCwWi+aMmKO+iX01Z8QcWSwWd7DKZnH+kdRmsems9mf5zFpyyKG/Dv+r5o6Y63U7ktzBqur7CqTfVbn6VJu67vgXyOcEuFgMw/A/fy/KHTlyRAkJCaqoqFB8fLzZ3QGiS2NmLy1bJk2cKFU/vbkG0KVLpQkTQrNvk3EeMx/HAECk4zxmPo5BeFrx5QqvWU8ub//ibeX3yvd7/eWTlnud4ueqFfXBNR94DQC9+9W7mrZ8mh4a9ZDyeuQ1uN9VLZ+0XH9e82d9WPphjdfq6pe/+6vrc0J0COQ8RsYUgNBrzOwlu12aPr1mUEo6s2zGDGc7IIj4KzcAANGtetaTi81i8zqNztf60plsp7uG3VWj7lRdd9bL65Gn4oJiv4JStfXb23vI75Wvvw7/q9c2/tzxr7b9+fs5oekhMAUgtFzZS/v2eS4vKXEuD3Zwav36mvuqyjCkvXud7YAgKigoUHFxsTZv3mx2VwAAQAhYLJZ6BZKqru/PFL9gB2989dvXexjZc6QGdhno8Xog/Wro54Smh8AUgNAxI3uptDS47QAAAID/09BAUvVsp+pBnFAFb7z1e2CXgRqY7AxAVX0PFotFc/PmKi0+zb1+oP1qjIAbogeBKQCh01jZS3a7tHat9OKLUpmfdxzp0qVh+wQAAEDY2luxV1tLt/p87DtSy++otQhFIKn6FL9QBG+89dtbcXWXvB55+nrG1/XuV2MF3BAdmpndAQBRrDGyl5Ytc2ZlVQ2A2Wy+s7AsFik11Vl8HQAAAFHnxOkTyn4iW2WVvv9g2bl1Z+2evluxzWID3r4rkLR5/+agBJJcU/ymLZ/m9c56weKt3xaLRcUFxSHpV7A/J0QvMqYAhI6/WUn1zV7yVb+qtqCUJM2fH7o7AgIAAMBUMbYYpSeky+rjctcqq9Li0xRji6nX9r3VimqoQAua10d9+t2QfoXic0J0shiGt+IvTRO3ZQWCzG533n2vpMR7nSlX9tKuXYEHilzbrm2qYPXMqbQ0Z1BqwoTA9hVBOI+Zj2MAINJxHjMfx6DhVny5Qhc/f7HP19/+xdvK75XfiD2KXnsr9urQsUM+X+/YqqNS41MbsUcIB4Gcx5jKByB0bDbpwQedWU0Wi2dwKpDsJbvdWYeqtNSZXZWbW3f9Ktd6BQXOffXsKf32t1JM/f4yBgAAgMjhmka2tXSrx93hbBabBnQZwLSyAPkKPp20n9ToF0br8A+Hfa7bkGmTaBoITAEIrQkTpKVLa9aBSk31L3vJWw2p1FRnsMsfRUVn/n3ffc5AWRRnTAEAAJglnDJnXMW3q2dNRWsR7lB+9v7U7PKlodMm0TQQmAIQehMmSJdeWjPrqa5MKVcNqerTAEtKnEGtQJWUOLe3dGndwSlvWVrUpQIAAPAq1AXH66N61lS0ZkuF+rN31ew6VHlIDjlqvG6RRYa8VwhyyBGVgUAEF8XPATQOm00aOlS68krnT3+m702f7r02lWuZzXZmSqA/XOvNmOG7QLrkDIh16yYNGyZNmuT82a2bczkAAABqCHXB8fpwZU25pvJFa7ZUYxR7v2vYXV6DUpJkyNBZ7c+SzeL5+73NYuNufPALgSkA4cnfGlKB3r/BMKS9e6WHH/YenPJ1pz9XthXBKQAAgBrqCl6YlTnjypqSFLVBkoZ89nsr9mpr6Vafj31HnL8Tuz5HX8GnBy9+0KOWlxS9gUAEH1P5AISn0lL/2rVoIf3wQ+DbnzmzZs2purK0LBZnttWll57J+HJN+SspkQ4dkpKSpJQUpv4BAIAmJxwLjlssFs0ZMUfTlk/TnBFzojZIUp/PPtApgLXV7Goq0yYRGmRMSSoqKlJGRoays7PN7goQ3ex2ae1a6cUXnT9rm07XpYt/26xPUMqlehZUXVlarmyr9eudz6tO+fvlL53Brl/+kql/UeSNN95Qnz591Lt3bz355JNmdwcAEOUi/bqk+tQ5F7MzZ/J65Km4oFh5PfJM2X9jqM9nH+gUwOpZU1Wn6jWVaZMIDQJTkgoKClRcXKzNmzeb3RUg+riCUTNnOoNNtdVtqhq4studd98L5WBWveaUv1lapaW+p/y57NvH1L8Id/r0aRUWFmr16tX66KOPNG/ePH3zzTdmdwsAEMWi4bqktuAFQivQzz7QKYB1BZ+awrRJhAaBKQChUzWjaP5851S3qqpmLFUvOJ6X58yGck2hC5WqWVD+Zml17Oh7yl91dRVaR9jatGmT+vXrp5SUFLVu3VqjRo3SO++8Y3a3AAAIa2TOmKc+n31dtaOqB5dqCz65pk32Tewb1dMmEXwEpgCERl0ZRdKZwM5113lve/iw82f79qHpY1Wlpc7AWW11oSwWKS3N+e+6CrNLNaf+wa2kpES//OUv1aFDB7Vo0ULnnHOOPvzww6Btf926dRozZoySk5NlsVj02muveW1XVFSkbt26KS4uToMGDdKmTZvcr+3fv18pKSnu5ykpKSopKQlaHwEAiFZkzpgn0M8+0CmAdQWfmsK0SQQfgSkAwVdbEfHqDEP65hvfBcclKS5O+vOf69eXq67yr90XX0hXXFF3dtP8+dLBg4H1wd8pgk3Et99+q5/85Cdq3ry5li9fruLiYt13331q166d1/YbNmzQqVOnaiwvLi5WWZn3Yp2VlZXKzMxUUVGRz34sXrxYhYWFmj17trZu3arMzEzl5+frYKDHFwAAeCBzxjz1+ewDnQJI8AnBRmAKgH8CKVxeVxHxQJWUSHfdFdg6SUnSK69I//xn3XfHs1qdd+erLZBms0kvv+y8g5+/U/5cAm0f5e655x6lpaVp4cKFysnJUffu3TVy5Ej17NmzRluHw6GCggJNmjRJ9ir/53bs2KHhw4dr0aJFXvcxatQo/fWvf9X48eN99uP+++/Xtddeq6lTpyojI0OPPfaYWrZsqQULFkiSkpOTPTKkSkpKlJycXN+3DQBAk0LwwjyBfvZMv4TZCEwBqFv1+k913XXO7AyhhARnYGzCBOn99+vOgnI4zkwb9MVulxITnf/OzXUWZq+La+pfbm7t2/U34BclXn/9dQ0cOFCXXXaZOnbsqPPOO09PPPGE17ZWq1VvvfWWPvroI02ePFkOh0M7d+7U8OHDNW7cOM2aNatefTh58qS2bNmivLwzv7BZrVbl5eVp48aNkqScnBxt375dJSUlOnr0qJYvX678/Px67Q8AACCcMf0SZiIwBaB2vmpFVS1cXp3ZGUJPPinFOG9rG9QgmWtbNpszw8qfvyLNn+87YyvQgF+U+Oqrr/Too4+qd+/eWrFihW644QZNmzbNZ/ZTcnKyVq9erffee0+TJk3S8OHDlZeXp0cffbTefSgvL5fdblenTp08lnfq1EkHDhyQJDVr1kz33Xefhg0bpv79++umm25Shw4dfG4z0m/xDTRle/ZIW7f6fuzZY3YPASC0mH4JMzUzuwMAwlhttaJcd8ubMUO69FLP4Isro6ikxL86U8F0883OgJlLMINkVbc1YYK0dKnz8/E2bTEtzRmUmjDB+7ZcAb/qn48r4Ld0qe91I5zD4dDAgQM1Z84cSdJ5552n7du367HHHtOUKVO8rpOenq5nn31WQ4YMUY8ePfTUU081yi9MY8eO1dixY/1qW1BQoIKCAh05ckQJCQkh7hmAYNmzR+rTRzp+3HebuDhpxw4pPb3x+gUAjc01BRBobASmAPhWV62oqnedGzr0zHJXRlHVAFFjuOkmad48z2XBCpJ16FBzSt6ECc6g3Pr1zu0fOuSsbZWS4mzrK1OqvgG/KNGlSxdlZGR4LOvbt69eeeUVn+uUlZXpuuuu05gxY7R582bNnDlTDz/8cL37kJiYKJvNVqN4ellZmTp37lzv7QKIPOXltQelJOfr5eUEpgCgqr0Ve3Xo2CGfr3ds1VGp8X6Uv0CTR2AKgHd2u7RqlX9tfU2Xa9/eece9xvDii9LPf15zebCCZNOmeQ8S2WyeQTl/1DfgFyV+8pOfaMeOHR7LPv/8c3Xt2tVr+/Lyco0YMUJ9+/bVkiVL9Pnnn2vo0KGKjY3VvffeW68+xMTEKCsrS6tWrdK4ceMkOTO5Vq1apRtvvLFe2wQAAGgqTpw+oewnslVW6f0OyZLUuXVn7Z6+W7HNYhuxZ4hEBKaApshudwY9Skud09OqZ/csW+Z7ipo3Vae42e3S3XdLs2cHt8916dzZ9/uaMME5xa96NpW/OnSQbrvN+e+6Pjt/+Fv3yuwi8iEyc+ZMnX/++ZozZ44uv/xybdq0SY8//rgef/zxGm0dDodGjRqlrl27avHixWrWrJkyMjK0cuVKDR8+XCkpKZo5c2aN9Y4ePaovv/zS/XzXrl3atm2b2rdvr/T/S3koLCzUlClTNHDgQOXk5Gj+/PmqrKzU1KlTQ/fmAQAAokCMLUbpCek6VHlIDjlqvG6VVWnxaYqxxTR4X2RmRT8CU0BT4y3olJrqzCqaMMF37SNvLBbnuq4pbsuWOTOLSkpC0/fa/Otf0q9+5f19XXqpM6Oqvh5/3Bl8quuz85e/da/MLiIfItnZ2Xr11Vd166236i9/+Yu6d++u+fPn6xe/+EWNtlarVXPmzFFubq5iYs78YpOZmal3331XSUlJXvfx4YcfatiwYe7nhYWFkqQpU6bo6aefliRdccUVOnTokG6//XYdOHBA/fv319tvv12jIDoAAAA8WSwW3TXsLl38/MVeX3fIobuG3dXgmqBkZjUNFsNo7MrE4ctVsLaiokLx8fFmdwcIPl9BJ9eAsXixVFjof6aU5Nzeb34jffutdPnljV/s3B933lm/DC5/Anauzy6QYuV2u/Pue77qXrkCfrt2BZyNxXnMfBwDILJs3SplZdXdbssWacCA0PcnHHAeMx/HAJHAMAwNenKQtpZuld2wu5fbLDYN6DJAH1zzQYMDU659bNm/xWdmVlZyVlD2heAK5DxmbaQ+ATBbXQW3JamgILCglOQMyOTlSVdcEZ5BKal+U/juvFPavdsZbPLns5sxw9lOcv5cu9aZpbV27ZnlLq66V9KZwJaL6/n8+VFZ+BwAAADRwZU1VTUoJUl2wx6UbKmq+/AWlJKCl5kFcxGYApoKfwpuH/I9d7tODu+DRVg4etT/tmlp0iuvSLfffiYwtHat/8XKly1zZkMNGyZNmuT82a2bc3lVEyY4g3opKZ7LU1MDy74CAAAATDKy50hlJ2fLZnH+3myz2JSdnK2RPUeGbB8uodgXzEFgCmgqorSQtt+s1prZSd7cd59nUGjZMucURX/861/O6X7Vg1glJc7l3oJTu3dLa9ZIL7zg/LlrF0EpAGhEiYlSXFztbeLinO0AAJ6qZ00FM1vK1z5cQrEvmIPi50BTEaWFtP3mb0bXTTc5A0OuYuf+FoKXpOef9z3dz2JxTve79FLPKXo2mzR0qH/bBwAEXXq6tGOHVF7uu01iorMdAKAmV0bT5v2bg5rBVPVufIktE5WRlKHPyj+Tw3DIarHqnI7nkC0VJQhMSSoqKlJRUZHs1evAANHAbndOMXv1VbN7Yr4f/1j6739rb+Oakpeb67uuVHUWi/OqpbapkFWn+xGIAoCwkp5O4AnhgesSRCKLxaI5I+Zo2vJpmjNiTlAymOq6G5/DcGhPxR6dtJ/kbnxRgKl8kgoKClRcXKzNmzeb3RUguKrWO3roIbN7Y77//c+/dv/6V901uar7xS/8a9fUp1QCAACfuC5BpMrrkafigmLl9cgLyvZibDFKT0iXtZaQRc92PRVjiwnK/mAuAlNAtHJNQwv0LnvR7Pvv/Wv3/PPOulD+6NDBWaz80kv9a9/Up1QCAAAAdajrbnyS9Nfhf6W+VJRgKh8Qjex2/6ehhZM//cn5869/Dd0+2rSpO0B16JD/dyhcvFgaMcL5maemOgNa3j53i8X5em5u4H0GAAAAmoDa6kq52Cw2DegygPpSUYTAFBAtXLWkSkulsrLIzJRy1V76xz+kw4dDs4/8fGeGU12SkvwLNLn6bLNJDz7ozFKzWDzXcf0lZ/58z8LnvlQ9ll26OINZ/qwHAAAARKi66kq5cDe+6MNUPiCc2O3S2rXSiy86f/pb+LJqLalJk6SZM0PYyRCwWJxT4q66SsrLC01QymKR0tKk3/zGv/YpKc5Ak2vd6tuSagaaJkxwBr1SUjzbp6Y6l0+YUPd+qx/LYcOcz5ct86/fAAAAQATyp66UJA1MHki2VJQhMAWEi/oGJKKhlpRhSN98U/d7SEiQLrkk8O1XDSQNHeoMFPn6C4srgJWbW79A04QJ0u7d0po10gsvOH/u2uV/UMrbsSwpcS4nOAUAAIAo5U9dKUn66zBqS0Ubi2FEWhGa0Dly5IgSEhJUUVGh+Ph4s7uDpsQVkKj+dXRNCbvzTql375rTuux2Z/AqkoNSgbLZ/M8kc0lLcwalXMEh1+cteZ9yVz3o1BhT6+o6lq6pg7t21bpvzmPm4xgAiHScx8zHMUBTZRiGBj05SFv2b/EaoMpIzNAz459Rp9adlBqfGpR9Vq1r5U3HVh2Dtq+mJJDzGDWmALO4gh0lJc6pd95ixK5ls2efWZaa6pxiduml0sMPN62glBR4UOqBB6Tf/c77lLvp0z0/v9RUzwCWi812ppZUqKxfX/uxNAxp715nu1D3BQAAADCBxWLRny/8s8a+NNbr68XlxRr4xEB1bt1Zu6fvVmyz2Abtz5+6Vh1adNAbV76h1IRUAlQhQmAKMMOyZTWDIv7at0/62c+k1q2lo0eD37do4cowqh6UcpkwwRncC5ci46WlwW0HAAAARKDRvUerZfOWOnbqmNfXrbIqLT5NMbaYBu/LVdfqYOVBGfI+meybH77R4AWDgxYMQ03UmAIaW7BqQpkVlHIFfDp0MGf/gajrLniuTKgrr3T+NPPOd126BLcdAAAAEIGsVqv+eMEffb7ukCNod+Vz1bXyFZRy9ymIwTDURMYU0JjsdmemVDiUdktOdga3jhzxfx3Xyd91tzpvdbHCgWu6oz8Fx8NFbq6z3yUl3j9TV0AwN7fx+wYAAICIEul1k2694FbNeW9Ojawpm8WmAV0GBPWufCN7jlR2crbPulZScINhqInAFNCY6qoj1FjuvFO67TbpX//yXQTcMJxZUd98c2Z59RpM3uo0JSVJh3wPgiHnem9mZj/Vh83mDKZNnHjm83epelfBSHtfTUhRUZGKiopkD7QOGgAAQBD5UzepMael1SdIZrVa9acL/6Q/rvLMnLIb9gYHiLz1Z3LmZG3ev9lr+1AEw+CJwBQQDP7etS0c6gPNmCHdfrvz33UVAa+rBpO3Ok0lJdIvfxn691H97nzV77wXiQItyo6wUlBQoIKCAvcdSAAAAMzgqpt0qPKQ1wygxpyW1pAg2S0/uUWvfvqqtpZuld2wByVA5E9/qgtGMAy1IzAFNJS3QuZVp5JVDVrt329eP10uvdTzeV1FwOu6A1z1O9atXVu/frmyhO68U+rdW/riC+mOO5yvecseevFFZ3ZWOBQuD6ZwK8oOAACAiOKqm3Tx8xd7fb0xp6U1JEhW/X0EI0BUV3+qI1uqcRCYAurLbpfuvluaPbvmayUlzilZN9/sDKCEw/S92moUVQ8uNcShQzWzmar3o317qUWLurOCfvSjwLOH/M1eC2fBPB4AAABoclx1k1zZRi6NHWhpaJDM9T4279+s7OTsBve7rv5UR7ZU4yAwBdTHsmXStGnOAJQ3rgyfefMar0+1aawaRcuWSVdcUXdB9Mcf9y8rKNDsobqy1wAAAIAmwFcAxoxAS11Bsr6JfbW1dKvP9Wf+eKbuWneX5oyYE5R+19afnu17yiqrHHLo828+D0owDHUjMAUEatmy8L0bnS+NUaPInzsO2mzSSy+d6Yc/WUH+Zg/5Oi6u7LWlSwlOAQAAoMmoHoAxa1pabUGyP1/4Z+U8mdOohdpr689DFz+k/F75everdzVt+bSgBcNQO6vZHQDCgt3urI304ovOnydPej63252PVauka6+NjKBUUpL03HPSmjXSrl2hD8r4c8dBu11KTAz+vmsLirmWzZhxZnph9ePNXdQAAAAQZVwBGFdWkJnT0lxBMpvFOfPBZrEpOzlbo3uPVnpCuqw+QhOhKtTuqz+uoF1ejzwVFxQrr0deUPcL78iYArxN/6peI6lDB+fPb75p3L798Y/SE09I5eX+B8NcA81jjzVuhpCvaY3VVb8zYTBqQtUVFDMMae9eZ7vDh5nuBwAAgCYh2DWa6stXIXOr1WpKofZQFFZH/RGYQtPma/pX9Qyaxg5IuQqV/+UvUlaWs4+uu9ZVbWMYzqBZ1f41xrS96pYtc2Yk+aNLF8/1vAWJ7r8/sDvuVQ92+fKvfzkDUEz3Q5jYs8cZd/YlMVFKT2+8/gAAgOhisVg0Z8ScsJiW5itIZlah9nAJ2oHAFKKZt0wc6cyyjh3rrolkhuqFyidMcAZMfN2dLpDi4KHgb82t6ncF9LXevn3S5Zd7Lqsro6lqsKs2zz/ve7qfxeIMrl16aeTdxQ8Rac8eqU8f6fhx323i4qQdOwhOAQCA+nNNSzObryCZWYXawylo19RZDCPcrsrNc+TIESUkJKiiokLx8fFmdwcN4S0Tx6zpeIFKS/Oe8RSMKW/BZrdL3brVXVvKdZJ3ZST5u56v9X31o6TEe+DJYnGmnhw6VPe+1qzxr9h6mOI8Zj5/j8HWrc6EyLps2SINGBDEDgJAHRhLzMcxQFNjGIYGPTmoRqH2D675gIBRhArkPEbGFKKPr0yccAxIpaVJ993n37Q1f+9O15j8KXguOYNCVWte+bueS10ZTTabM6Nq4sSa67oGsl/8whnwq4u/0wIBAAAABIXZNZ/2VuzVoWO+/4jdsVVHpcanNkpfmiICU4gutd2dLdTS0qSf/1y6917nc299mD3bGXg6eDB8sp4awt8gzgMPeGY61Sf4U7WAua8AXfv2NQOQ7dtLjz8uJST4F5jq2DHwvgEAAABoELNqPp04fULZT2SrrLLMZ5vOrTtr9/Tdim0W2yh9amoITCG6BJqJEwzt20svv+wMlths0o9/XHMaoa/peZHO39pOKSn1W88bb0Gt2upchWOmHAAAAAAPZtV8irHFKD0hXYcqD8khR43XrbIqLT5NMbaYRulPU0RgCpGtet2lkpLG27frRPnEE9KIEWeWT5hgfkHyxpKb6yxMXlttp6oFz/1drzbVg1p1Zcm5pgDOnevf9g8eDKw/AICwxt0vASBymFGo3VfxdReHHI06rbApIjAlqaioSEVFRbLb7XU3RvjwVuA8MTE427bZnAEPF2+F0113xfOWBRWO9aBCoWptJ4vFMzhU/e6C/q7ni68gV11Zcq4pgP4UPpcals0FAAgr3P0SkaY+1yXUxgHqp+p3J7FlojKSMvRZ+WdyGGeyplxF2IM9rZDvrScCU5IKCgpUUFDgrhqPCOBr6lZtfxL1xWJxTjV7+ukztZ/OP196/33PjCepaWRBBWrCBOfd8qoHCWsL3NW2nje1Bbn8rVeVlFS/7C4AQMQqL689KCU5Xy8vJzCF8BDodQm1cYD68ee7I4WmCDvf25oITCHy+Fvg3J9MHNcJ5sEHPafjSd4znppCFlR91Hf6orf1ysulmTP9D3IFUueqPtldQIgkJjozNerK5AhWIigAIPpQGweRKByyher67rgMTB4Y9Gwpvrc1EZhCeKteQyo31/8C54mJntO3Ap2Oh8DUd/qit/XGj/c/yBVInSubrX7ZXUAIpKc7pw9R+wYAUF/UxkGkCZdsobq+Oy5/HfbXoH9/+N7WRGAK4ctbDanUVGfGiz8eeMCZJcN0vMgTSJAr0DpXTak4PcJeejqBJwBAw4zsOVLZydnaWrpVduNMbapQ1cYBGiKcsoV8fXdcQpEtVde+m+r31mp2B9CE2e3S2rXSiy86f1Yt8uiqIVU9M6qkxBlk8EdKijO4ceWVzp8225mAR9VliHyuelUpKZ7LU1Ody6tnQvH/AAAARAlX9kX1C+tQ1MYBGsr1/9XX9LnGzBby9d2RpLT4NM0dMTdk/eB764mMKZjDVzbUgw86s1l81ZByLbPZJIeDItY4g0woAADQRFXPvmiqWReIDOGULeTru/PBNR/UCA4FuzYW39szCEyh8fm6o15JiXP5HXfUXUPKlV1FEWtUVd86VwAAABGses2appp1gcjgq8aSGf9v/f3uhKI2Ft/bMwhMoXHVdkc9w3AGlh580L9tzZjhnKZFEWsAIfLGG2/opptuksPh0B/+8Addc801ZncJiFp79gR2MwB/2nP3SzQlruyLzfs3Kzs5u0lmXSByhFO2kD/fnWDWxqqaeZXYMlEZSRkqPlSsjKQMJbZM1L4j+0J+V8JwQ2AKjauuO+oZhnT4sH/buvRS6d57mboFICROnz6twsJCrVmzRgkJCcrKytL48ePVwXWHTwBBs2eP1KdP3QGkHTucwalA2nP3SzQVFotFc0bM0bTl0zRnxJwmmXWByBFO2UL+fHeCdSe92jKvig8Va+ATA5XUMkmv//x1xTTzHuQKdMpgJCAwheCy22sPFJWW+red9u2lb7+tu4YUU7cAhMimTZvUr18/pfxfUf1Ro0bpnXfe0ZVXXmlyz4DGE2gWU32Vl9ceZJKcr5eXO/cXSPsBAwg8oenI65Gn4oJis7sB+CWcsvz8+e4EozZWXZlXFln07fFvNXjBYJ/bCHTKYCTgrnwInmXLpG7dpGHDpEmTnD+7dXMud+nSxb9tTZ/u/Fk94kwNKSCq/O1vf5PFYtGMGTOCut1169ZpzJgxSk5OlsVi0Wuvvea1XVFRkbp166a4uDgNGjRImzZtcr+2f/9+d1BKklJSUlRSUhLUfgLhzJWVlJXl+9Gnj7MdAACBcmUq9U3sGxFZfsG4k15ddyU0ZKhH2x6y+gjVBDJlMJIQmEJwuAqaV5+m5ypo7gpO5eY6s518fWktFiktTbrtNmf9qCoXhZKc6y5dSg0pIAps3rxZ//znP3XuuefW2m7Dhg06depUjeXFxcUqK/NegLKyslKZmZkqKiryud3FixersLBQs2fP1tatW5WZman8/HwdPHgwsDcCRKlAspIAAKgPV6ZSXo88s7viF1fWlM3iTJKwWWwBZ3tV34aLa1sPXvygz8CVv1MGIw2BKTRcXQXNJWehcrvdmeXkKm5eVzbUhAnS7t3SmjXSCy84f+7aRVAKiAJHjx7VL37xCz3xxBNq166dz3YOh0MFBQWaNGmS7PYzf53asWOHhg8frkWLFnldb9SoUfrrX/+q8ePH+9z2/fffr2uvvVZTp05VRkaGHnvsMbVs2VILFiyQJCUnJ3tkSJWUlCg5OTnQtwoAAIAoUT1rqj61serKvMrvlV9r4Coab2xAYAoN509B8717ne0kZ2DJ32woVw2pK690/mT6XnSy26W1a6UXX3T+tNvrWgMRrqCgQKNHj1ZeXu1/HbNarXrrrbf00UcfafLkyXI4HNq5c6eGDx+ucePGadasWfXa/8mTJ7VlyxaP/VutVuXl5Wnjxo2SpJycHG3fvl0lJSU6evSoli9frvz8fJ/bLCoqUkZGhrKzs+vVJyDa7Nkjbd3q+8EUQABAJHJlPEmqd6CotsyrYEwZjDQUP0fD+VvQvGq7CROcd9XjjnpYtsyZcVc1uJma6sysIzsuKr300kvaunWrNm/e7Ff75ORkrV69Wrm5uZo0aZI2btyovLw8Pfroo/XuQ3l5uex2uzp16uSxvFOnTvrss88kSc2aNdN9992nYcOGyeFwaNasWbXeka+goEAFBQU6cuSIEhIS6t23pqaximujcQV6lz0AACJFMO6AWdddCasXWg+kwHokIjCFhvO3oHn1dtxRD67aZNWngbpqk1FPLOrs3btX06dP18qVKxUXF+f3eunp6Xr22Wc1ZMgQ9ejRQ0899VSj/LVo7NixGjt2bMj301QRvIhegd5lDwCASBKMO2DWdlfCugJX0YapfGg4fwua5+Y2br8Q3gKpTYaosWXLFh08eFADBgxQs2bN1KxZM/3nP//RQw89pGbNmnnUkaqqrKxM1113ncaMGaNjx45p5syZDepHYmKibDZbjeLpZWVl6ty5c4O2Df+Fe3FtpqI1nsREZxCyNnFxznb1aQ8AQLip666EwZgyGCnImELDuQqaT5zoDEJVDTRUL2gOuARSm6xqZp3dzhTQCDZixAh98sknHsumTp2qs88+W3/4wx9k83Isy8vLNWLECPXt21dLlizR559/rqFDhyo2Nlb33ntvvfoRExOjrKwsrVq1SuPGjZPkLLS+atUq3XjjjfXaJqIL2VyNKz3d+Vn6O60z0PYAAISj2jKvgjFlMFIQmIJ3gV78uwqae6sVNH8+07FQU31qk1GPKuK1adNGP/rRjzyWtWrVSh06dKixXHIGi0aNGqWuXbtq8eLFatasmTIyMrRy5UoNHz5cKSkpXrOnjh49qi+//NL9fNeuXdq2bZvat2+v9P+7Ui0sLNSUKVM0cOBA5eTkaP78+aqsrNTUqVOD/K4RiZiKdiYrqa7gXLCyktLTA/ssA21vBmqoAQAaIhhTBiMBgSnUVN+LfwqaIxCB1iajHlWTZLVaNWfOHOXm5iomJsa9PDMzU++++66SkpK8rvfhhx9q2LBh7ueFhYWSpClTpujpp5+WJF1xxRU6dOiQbr/9dh04cED9+/fX22+/XaMgOhCpGhoUISupYczKuiMYBgCINASm4KmhF/8UNIe/XLXJSkq815myWJyv5+bWXY/KYnHWo7r0UgKhEWjt2rW1vn7RRRd5XX7eeef5XGfo0KEyvP1/qebGG29k6h6iUrCCIpGQlRSuzMi6YwoqACASUfwcZ1CMGo3JVZtMqlk4v3ptskDqUQEAwr6wPEKD4w4AiERkTEWLYBSErm8xaqC+/K1NVp96VAAA0zR2fSoz+Zo69+mnjd8XAAAiEYGpaBCsgtBc/MMM/tQmC7QeFYCI0JSCF3WJtrpATaU+lT9T5wAAQO0ITEW6YBaE5uIfZqmrNlkg9agARIymEryoS7TWBWoK9an8mToHAABqV+/A1KlTp3TgwAEdO3ZMSUlJat++fTD7BX8EuyA0F/8IV656VBMnOv8fVv3/Wb0eFYKO8z1CKVyDF42ZzWVGkWwgmjBOAUBw7a3Yq0PHDvl8vWOrjkqNTw3a/gIKTH3//fd67rnn9NJLL2nTpk06efKkDMOQxWJRamqqRo4cqeuuu07Z2dlB6yBqEeyaUFz8I5z5W48KQcH5Hk0d2VyoijpS4YdxCgBC48TpE8p+IltllWU+23Ru3Vm7p+9WbLPYoOzT78DU/fffr7vvvls9e/bUmDFj9Mc//lHJyclq0aKFDh8+rO3bt2v9+vUaOXKkBg0apIcffli9e/cOSifhQyhqQnHxj3DmTz0qNBjne8ApXLO50LhCWUeqqdRQCzbGKQAInRhbjNIT0nWo8pAcctR43Sqr0uLTFGOLCdo+/Q5Mbd68WevWrVO/fv28vp6Tk6Nf//rXeuyxx7Rw4UKtX7+eASDUQlUTiot/hLO66lGhwTjfA5GPwvLBE4w6Us89J/XtW3N5sLPumspxZ5wCgNCxWCy6a9hduvj5i72+7pBDdw27SxbXrKpg7NMwvBUTqt3BgwfVsWPHoHUiXBw5ckQJCQmqqKhQfHy82d2pm90udetWd02oXbsIKgFNRLDPY9F6vg+liBtLYLqtW6WsrLrbbdkiDRjg/3aj7U5/ZvH3+NQm0GPXEME47pF0HovWcSqSjgGA6GMYhgY9OUhbS7fKbtjdy20WmwZ0GaAPrvmgzsBUIOexehU/nzhxotasWSObl2DH6dOn1axZE7rZn91uXmYRNaEAhBjneyByMRWxaWpqx51xCgCCz1fWlN2wBz1bSpKs9Vmpbdu2mjZtWo3l33zzjfLy8hrcqYixbJkzY2nYMGnSJOfPbt2cyxuLqyZUSorn8tRU53JqQgFoAM73ANAw0TB1LpwxTgFAaIzsOVLZydmyWZyBf5vFpuzkbI3sOTLo+6pXYOqZZ57RypUrtWDBAveyTz/9VDk5OWrVqlXQOhfWli1zZipVvyteSYlzeWMHp3bvltaskV54wflz1y6CUgAajPM9EHquukC1IbgR/p57zjllr/pjx46mlcHU2BinACA0XFlTrql8ocqWkuo5la9t27Z65ZVXNHToUP3oRz/St99+qyuuuEJXX3215s2bF+w+hh+73XnXOm91nQzDOY1uxgxnAfHGnNZHQWgAQdbkz/dAI0hPdwYvqAcV2fr2bbw6UjiDcQoAQseVNbV5/+aQZUtJAQSmJkyYoP79+7sf55xzjh555BFdcsklOn78uB5++GFNnTo1JJ0MO+vX18yUqsowpL17ne0IFgGIMJzvgcbX1OoCAQ3BOAUAjcNisWjOiDmatnya5oyYE5JsKSmAwFTPnj21fv16PfLIIyovL1e7du2UmZkpwzA0adIkDRgwQKdOnVLz5s1D0tGwUloa3HYAEEY43wPAGa6plseP+27DVMvGxTgFAI0nr0eeiguKQ7oPi2F4m49Wu5KSEm3bts3j8dVXX6lZs2Y6++yz9fHHH4eiryHn9+0M1651Fjqvy5o1ZEwBaFTBvr10tJ7vQ4lbfAPRZ8+epjXVMpLOY9E6TkXSMQAAbwI5j9WrxlRKSopSUlI0evRo97KjR49q27ZtEXvyD0hurvOudyUl3utMWSzO13NzG79vABBETf58DwBiqmU4Y5wCgMhXr7vyedO6dWtdcMEFKigoCNYm62X8+PFq166dJk6cGLqd2GzSgw86/119jqXr+fz5jVf4HAAaUbic7wEA8CZcxqlGuS4BgCjgd2Bqz549AW24pKQk4M4Ew/Tp0/XMM8+EfkcTJkhLl0opKZ7LU1OdyydMCH0fACAEIuV8DwBomiJlnGq06xIAiHB+B6ays7N1/fXXa/PmzT7bVFRU6IknntCPfvQjvfLKK0HpYKCGDh2qNm3aNM7OJkyQdu921pJ64QXnz127CEoBiGiRcr4HADRNkTJONep1CQBEML9rTBUXF+vuu+/WRRddpLi4OGVlZSk5OVlxcXH69ttvVVxcrP/9738aMGCA/v73v+uSSy4JuDPr1q3TvHnztGXLFpWWlurVV1/VuHHjPNoUFRVp3rx5OnDggDIzM/Xwww8rJycn4H0Fjc1GgXMAUaUxzvcAANQX1yUAEF38zpjq0KGD7r//fpWWluqRRx5R7969VV5eri+++EKS9Itf/EJbtmzRxo0b632RUllZqczMTBUVFXl9ffHixSosLNTs2bO1detWZWZmKj8/XwcPHqzX/gAANTXG+R4AgPriugQAoovFMLzdVs58Foulxl8mBg0apOzsbD3yyCOSJIfDobS0NP3ud7/TLbfc4m63du1aPfLII1q6dGmt+zhx4oROnDjhfn7kyBGlpaVxW1YAEYvbS5uPYwAg0nEe88R1CQAELpCxJCh35SsuLtbcuXP16KOPat26dfr222+DsVkPJ0+e1JYtW5SXl+deZrValZeXp40bN9Zrm3PnzlVCQoL7kZaWFqzuAkBUaozzfTh544031KdPH/Xu3VtPPvmk2d0BANSB6xIAiDxBCUyNHTtWLVu2VGVlpZ566imNGDFCPXv2DMam3crLy2W329WpUyeP5Z06ddKBAwfcz/Py8nTZZZfprbfeUmpqaq2Dw6233qqKigr3Y+/evUHtMwBEm8Y434eL06dPq7CwUKtXr9ZHH32kefPm6ZtvvjG7WwCAWnBdAgCRx+/i57Xp3Lmzpk+f7rHMbrcHY9MBe/fdd/1uGxsbq9jY2BD2BgCiSzid70Nt06ZN6tevn1JSUiRJo0aN0jvvvKMrr7zS5J4BAHwJp3GK6xIA8E9QMqZGjBihhQsXeiyz2WzB2LRbYmKibDabysrKPJaXlZWpc+fOQd0XAMC7YJzvH330UZ177rmKj49XfHy8Bg8erOXLlwezm1q3bp3GjBmj5ORkWSwWvfbaa17bFRUVqVu3boqLi9OgQYO0adMm92v79+93B6UkKSUlRSUlJUHtJwAguLguAYDIE5TA1Icffqg77rhD3bt31+WXX667775b//73v4OxabeYmBhlZWVp1apV7mUOh0OrVq3S4MGDg7ovAIB3wTjfp6am6m9/+5u2bNmiDz/8UMOHD9ell16q//3vf17bb9iwQadOnaqxvLi4uMZFgUtdd1OSuKMSAEQjrksAIPIEZSrfm2++KUn6/vvvtX37dm3fvl3vvvuuxowZE9B2jh49qi+//NL9fNeuXdq2bZvat2+v9PR0FRYWasqUKRo4cKBycnI0f/58VVZWaurUqcF4GwCAOgTjfF+97d13361HH31U//3vf9WvXz+P1xwOhwoKCtS7d2+99NJL7r9679ixQ8OHD1dhYaFmzZpVYx+jRo3SqFGjau3H/fffr2uvvdY9hjz22GN68803tWDBAt1yyy1KTk72yJAqKSlRTk6O3+8TAND4uC4BgMgTlMBUcXGx/vWvf6lt27bq16+fJk6cqGuvvTbg7Xz44YcaNmyY+3lhYaEkacqUKXr66ad1xRVX6NChQ7r99tt14MAB9e/fX2+//XaNwoMAgNAI1vnexW63a8mSJaqsrPT6V2ar1aq33npLF154oSZPnqxnn31Wu3bt0vDhwzVu3DivQSl/uO6odOutt3rsq+odlXJycrR9+3aVlJQoISFBy5cv15///Of6vVEACIE9e6Tyct+vJyZK6emN159wwHUJAEQei2EYRkM30qtXL/3ud7/TqVOn9Mknn+iTTz5RRUWFdu7cGYw+hlxRUZGKiopkt9v1+eefq6KiQvHx8WZ3CwACduTIESUkJITsPBas8/0nn3yiwYMH6/jx42rdurVeeOEFXXLJJT7b79mzR7m5uRo8eLA2btyooUOH6umnn5bFYqlzXxaLRa+++qrGjRvnXuaqH/X+++97BMRmzZql//znP/rggw8kSa+//rpuvvlmORwOzZo1S9ddd53P/TCWAGhMe/ZIffpIx4/7bhMXJ+3YEXhwKtRjSShxXQIA4SGQsSQogakLLrhA7733nscyu90e9EKDoRbJgzAASKE/jwXrfH/y5Ent2bNHFRUVWrp0qZ588kn95z//UUZGhs911q1bpyFDhqhHjx7asWOHmjXzL+m3IYGp+mAsAdAYtm6VsrLqbrdlizRgQGDbjuTzGNclABAeAjmPRcxd+QAA5gvW+T4mJka9evVSVlaW5s6dq8zMTD344IM+25eVlem6667TmDFjdOzYMc2cOTPgfVbFHZUAIDpxXQIAkSdi7soHADBfqM73DodDJ06c8PpaeXm5RowYob59+2rZsmVatWqVFi9erJtvvrne++OOSgAQnbguAYDIU6/i5wcPHlTHjh3dz73d/WLVqlUB3/0CABBeQnG+v/XWWzVq1Cilp6fr+++/1wsvvKC1a9dqxYoVNdo6HA6NGjVKXbt21eLFi9WsWTNlZGRo5cqVGj58uFJSUrxmT9V1NyVJ3FEJAKIA1yUAEPnqFZiaOHGi1qxZUyMttk2bNsrOzuavzQAQJUJxvj948KAmT56s0tJSJSQk6Nxzz9WKFSt00UUX1WhrtVo1Z84c5ebmKiYmxr08MzNT7777rpKSkrzuo667KUnijkoAEAW4LgGAyFevqXxt27bVtGnTaiz/5ptvlJeX1+BOAQDCQyjO90899ZR2796tEydO6ODBg3r33Xe9BqVcLrroIsXFxdVYft555yk1NdXrOkOHDpVhGDUerqCUy4033qivv/5aJ06c0AcffKBBgwbV6z0BAMzBdQkARL56BaaeeeYZrVy5UgsWLHAv+/TTT5WTk6NWrVoFrXONpaioSBkZGcrOzja7KwAQVqLtfA8AiC7RNk5xXQKgKbIYhmHUZ8VPPvlEQ4cO1fLly/Xtt9/qiiuu0NVXX6158+bJag1KTfVGx21ZAUS6UJzHovF8H0qMJQAaw549Up8+0vHjvtvExUk7dkj/V1rPb5F2HovGcSrSjgEAVBfIeczvGlMTJkxQ//793Y9zzjlHjzzyiC655BIdP35cDz/8MAVjASAKcL4HgPCXnu4MOpWX+26TmBh4UCoSME4BQHTxOzDVs2dPrV+/Xo888ojKy8vVrl07ZWZmyjAMTZo0SQMGDNCpU6fUvHnzUPYXABBinO8BIDKkp0dn4KkujFMAEF3qNZWvpKRE27Zt83h89dVXatasmc4++2x9/PHHoehryJEyCyDSBfs8Fq3n+1BiLAEQ6SLpPBat41QkHQMA8CYkU/mqSklJUUpKikaPHu1edvToUW3bti1iT/4AgJo43wMAwhnjFABEvnoXP49G/GUCQKTjPGY+jgGASMd5zHwcAwCRLpDzWGTepgIAAAAAAAARj8AUAAAAAAAATEFgSlJRUZEyMjKUnZ1tdlcAAAAANFFclwBoiqgxVQVzuQFEOs5j5uMYAIh0nMfMxzEAEOmoMQUAAAAAAICwR2AKAAAAAAAApiAwBQAAAAAAAFMQmAIAAAAAAIApCEwBAAAAAADAFASmAAAAAAAAYAoCUwAAAAAAADAFgSkAAAAAAACYgsCUpKKiImVkZCg7O9vsrgAAAABoorguAdAUWQzDMMzuRLg4cuSIEhISVFFRofj4eLO7AwAB4zxmPo4BgEjHecx8HAMAkS6Q8xgZUwAAAAAAADAFgSkAAAAAAACYgsAUAAAAAAAATEFgCgAAAAAAAKYgMAUAAAAAAABTEJgCAAAAAACAKQhMAQAAAAAAwBQEpgAAAAAAAGAKAlMAAAAAAAAwBYEpAAAAAAAAmILAlKSioiJlZGQoOzvb7K4AAAAAaKK4LgHQFFkMwzDM7kS4OHLkiBISElRRUaH4+HizuwMAAeM8Zj6OAYBIx3nMfBwDAJEukPMYGVMAAAAAAAAwBYEpAAAAAAAAmILAFAAAAAAAAExBYAoAAAAAAACmIDAFAAAAAAAAUxCYAgAAAAAAgCkITAEA4MMbb7yhPn36qHfv3nryySfN7g4AAAAQdZqZ3QEAAMLR6dOnVVhYqDVr1ighIUFZWVkaP368OnToYHbXAAAAgKhBxhQAAF5s2rRJ/fr1U0pKilq3bq1Ro0bpnXfeMbtbAAAAQFQhMAUAaFRz585Vdna22rRpo44dO2rcuHHasWNHUPexbt06jRkzRsnJybJYLHrttde8tisqKlK3bt0UFxenQYMGadOmTe7X9u/fr5SUFPfzlJQUlZSUBLWfAAAAQFNHYAoA0Kj+85//qKCgQP/973+1cuVKnTp1SiNHjlRlZaXX9hs2bNCpU6dqLC8uLlZZWZnXdSorK5WZmamioiKf/Vi8eLEKCws1e/Zsbd26VZmZmcrPz9fBgwfr98YAAAAABIzAFACgUb399tu66qqr1K9fP2VmZurpp5/Wnj17tGXLlhptHQ6HCgoKNGnSJNntdvfyHTt2aPjw4Vq0aJHXfYwaNUp//etfNX78eJ/9uP/++3Xttddq6tSpysjI0GOPPaaWLVtqwYIFkqTk5GSPDKmSkhIlJyfX920DAAAA8ILAlJxTOTIyMpSdnW12VwCgyamoqJAktW/fvsZrVqt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      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,4))\n",
    "plt.subplot(131)\n",
    "plt.plot(x1, y1, 'ro', label='r = '+'%.4f'%r1)\n",
    "plt.legend(loc=0)\n",
    "plt.xlabel(\"$k$\")\n",
    "plt.ylabel(\"$k_{nn}(k)$\")\n",
    "plt.xscale(\"log\")\n",
    "plt.yscale(\"log\")\n",
    "plt.title('citation')\n",
    "plt.ylim([1,100])\n",
    "\n",
    "plt.subplot(132)\n",
    "plt.plot(x2, y2, 'bs', label='r = '+'%.4f'%r2)\n",
    "plt.legend(loc=0)\n",
    "plt.xlabel(\"$k$\")\n",
    "plt.ylabel(\"$k_{nn}(k)$\")\n",
    "plt.xscale(\"log\")\n",
    "plt.yscale(\"log\")\n",
    "plt.title('power')\n",
    "plt.ylim([1,10])\n",
    "\n",
    "plt.subplot(133)\n",
    "plt.plot(x3, y3, 'gv', label='r = '+'%.4f'%r3)\n",
    "plt.legend(loc=0)\n",
    "plt.xlabel(\"$k$\")\n",
    "plt.ylabel(\"$k_{nn}(k)$\")\n",
    "plt.xscale(\"log\")\n",
    "plt.yscale(\"log\")\n",
    "plt.title('celegans_metabolic')\n",
    "plt.ylim([1,100])\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
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   "source": []
  }
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